{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "stuck-modern",
   "metadata": {},
   "source": [
    "### Density Contours with Plotly Express"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "steady-johnson",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.tips()\n",
    "\n",
    "fig = px.density_contour(df, x=\"total_bill\", y=\"tip\", marginal_x=\"histogram\", marginal_y=\"histogram\")\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "deluxe-nursery",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.tips()\n",
    "\n",
    "fig = px.density_contour(df, x=\"total_bill\", y=\"tip\", facet_col=\"sex\", color=\"smoker\")\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "brief-capitol",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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MBl5BSgZeQUCWU4ACFKAABShQtoE3GkvgxW/+CJ/4yHvhcthwdWAETz79Ap579gkc3Nu1EHifevLx3O/V+jDwCsoy8AoCspwCFKAABShAgbINvIuHVgnAf/Hlr+PQgZ7cW975N7wMvJv8PwIG3k0+QOweBShAAQpQYAsIBKPPlLyX6Vf2lbzNQhrUPnJi2csWB9zFSxrUWM6gdIZveAsZuRWuYeAVBGQ5BShAAQpQgAKqvOGd+K+PbIis90O/W6+7uAPKel7l89knH8/btx++8jq+/+PX8OLzn8ktgSjVh4FXUJKBVxCQ5RSgAAUoQAEKqBJ4//Xpv90Q2fd86T/mva8SdscmZvD5z30SJqM+7zXKG99nv/gyPvfpj/BLaxsyesvclIF3M40G+0IBClCAAhTYmgJqLGmY+dMPbwiG+4v/uOS+hYRdpYiBd0OGbPWbMvCubsQrKEABClCAAhRYWaCcA+9KyxiOnLyQg5nfoUFZ0nD4WO+Kb4HXMpe4pGEtajfVMPAKArKcAhSgAAUoQAFVljRshje8+fbZVYb7fe8+lAu1I+NTuW3KRsenc7NgV3dbydfvKu0y8Ar+R8bAKwjIcgpQgAIUoAAFyjbwbpahZeAtYCRuPiFk8d88GHgLAOQlFKAABShAAQqsKFDOSxo2w9Az8K4yCovXkiz+PQPvZpjG7AMFKEABClBgawsw8Ko7fgy8q/guXmitLK5+4aXvL6wvYeBVd4KydQpQgAIUoEAlCDDwqjvKDLyr+M6f+fzIg3fkNklWAnBLoy93HJ7yYeBVd4KydQpQgAIUoEAlCDDwqjvKDLyr+M6f+RwIhfHGO2eWfHuQgVfdCcrWKUABClCAApUgwMCr7igz8BawpOHmN7qLj7xj4FV3grJ1ClCAAhSgQCUIMPCqO8oMvCv4zr/dfezR+xc2RFaWOPzZcy/jL599InfkHQOvuhOUrVOAAhSgAAUqQYCBV91RZuAt4A3vzec+8w2vuhOSrVOAAhSgAAUqUYCBV91RZ+BdxXf+Le9PXj2cu5L78Ko7Idk6BShAAQpQoBIFGHjVHXUGXkFfLmkQBGQ5BShAAQpQgAI8aU3lOcDAKwjMwCsIyHIKUIACFKAABRh4VZ4DDLyCwAy8goAspwAFKEABClCAgVflOcDAKwjMwCsIyHIKUIACFKAABRh4VZ4DDLyCwAy8goAspwAFKEABClCAgVflOcDAKwjMwCsIyHIKUIACFKAABRh4VZ4DDLyCwAy8goAspwAFKEABClCAgVflOcDAKwjMwCsIyHIKUIACFKAABRh4VZ4DDLyCwAy8goAspwAFKEABClCAgVflOcDAKwjMwCsIyHIKUIACFKAABRh4VZ4DDLyCwAy8goAspwAFKEABClCAgVflOcDAKwjMwCsIyHIKUIACFKAABRh4VZ4DDLyCwAy8goAspwAFKEABClCAgVflOcDAKwjMwCsIyHIKUIACFKAABRh4VZ4DDLyCwAy8goAspwAFKEABClCAgVflOcDAKwjMwCsIyHIKUIACFKAABRh4VZ4DDLyCwAy8goAspwAFKEABClCAgVflOcDAKwjMwCsIyHIKUIACFKAABRh4VZ4DDLyCwAy8goAspwAFKEABClCAgVflOcDAKwjMwCsIyHIKUIACFKAABRh4VZ4DDLyCwAy8goAspwAFKEABClCAgVflOcDAKwjMwCsIyHIKUIACFKAABRh4VZ4DDLyCwAy8goAspwAFKEABClCAgVflOcDAKwjMwCsIyHIKUIACFKAABRh4VZ4DDLyCwAy8goAspwAFKEABClCAgVflOcDAKwjMwCsIyHIKUIACFKAABRh4VZ4DDLyCwAy8goAspwAFKEABClCAgVflOcDAKwjMwCsIyHIKUIACFKAABRh4VZ4DDLyCwAy8goAspwAFKEABClCAgVflOcDAKwjMwCsIyHIKUIACFKAABRh4VZ4DDLyCwAy8goAspwAFKEABClCAgVflOcDAKwjMwCsIyHIKUIACFKAABRh4VZ4DDLyCwAy8goAspwAFKEABClCAgVflOcDAKwjMwCsIyHIKUIACFKAABRh4VZ4DDLyCwAy8goAspwAFKEABClCAgVflOcDAKwjMwCsIyHIKUIACFKAABRh4VZ4DDLyCwAy8goAspwAFKEABClCAgVflOcDAKwjMwCsIyHIKUIACFKAABRh4VZ4DDLyCwAy8goAspwAFKEABClCgrAPvX7/0fXztO68sjPIXnv4kPvjIfQu/P3LyAv7oT57P/X5XdxtefP4zcDlsJZ0VDLyCnAy8goAspwAFKEABClCgbANvNJbAi9/8ET7xkffmQuzVgRE8+fQLeO7ZJ3Bwb1fu93/23Mv4y2efQHtzHX74yus4fKwXn//cJ2Ey6ks2Mxh4BSkZeAUBWU4BClCAAhSgQNkG3sVDqwTgv/jy13HoQE/uLa8ScPsHx/DZJx/PXbo4AJdqajDwCkoy8AoCspwCFKAABShAgYoJvP5ACJ965it46snHc294leUOymc+8C7+eammBgOvoCQDryAgyylAAQpQgAIUUCXwXn3mUxsi2/78i8ved3HAVX7f0uhbWNPLwLshQ7b6TRl4VzfiFRSgAAUoQAEKrCwQjD5TcqJ/+Hc/KHmbhTT4se89lvcyJdyOTczcsj6Xb3gLEd0E1zDwboJBYBcoQAEKUIACW1xAjcB79Pf+dENUbvvZF5fcN1/YVS7iGt4NGaLib8rAW7wZKyhAAQpQgAIUuFWgnAPv4re4Nz85d2nYIv8lMPBukYFiNylAAQpQgAKbWKBcA+/8mtwz5/tu0X/fuw8tLG3gPrybeGLOd42BdwsMErtIAQpQgAIU2OQC5Rp4Nws7d2kQHAkGXkFAllOAAhSgAAUooMouDZtpDe9GDzEDr+AIMPAKArKcAhSgAAUoQAEGXpXnAAOvIDADryAgyylAAQpQgAIUYOBVeQ4w8BYAPH8M3k9ePZy7+gtPf3Jhg2QG3gIAeQkFKEABClCAAisKcA2vuhOEgXcV38VnPi++nIFX3QnK1ilAAQpQgAKVIMDAq+4oM/Cu4rt4Q2QGXnUnJFunAAUoQAEKVKIAA6+6o87Au4qvslny177zysJVtTUevPSlp9DeXJf7M77hVXeCsnUKUIACFKBAJQgw8Ko7ygy8K/jOL2d47NH7cXBvV+5K5Y3v93/8Gl58/jNwOWwMvOrOT7ZOAQpQgAIUqAgBBl51h5mBt8jAO39iyFNPPp4LwXzDq+4EZesUoAAFKECBShBg4FV3lBl4V/FVljS0NPoWdmVQAu+zX3wZn/v0R3LLGhh41Z2gbJ0CFKAABShQCQIMvOqOMgPvKr7K+c7PPvfywrpdZUnD4WO9C+c/M/CqO0HZOgUoQAEKUKASBBh41R1lBt4CfJWQ++df+nruyl3dbQvrd5XfM/AWAMhLKEABClCAAhRYUYCBV90JwsAr6MvAKwjIcgpUsIDF5kTXntug0eoWFBLxKHqPH0YyEatgGT46BSpPgIFX3TFn4BX0ZeAVBGQ5BSpYwO31Yd9d78bV3lPIZFI5iWQyhYmhfqTTN37PDwUoUBkCDLzqjjMDr6AvA68gIMspUMECSuDt2X8XDr/6L0glExUswUenAAUYeNWdAxseeG9eH6s86uKDHdR9fPHWGXjFDdkCBSpVQAm8uw7eg+Nv/ALJZBzxWBTZTKZSOfjcFKhoAQZedYd/QwPv4kMclEe9OjCCJ59+Ac89+8TCYQ/qEoi1zsAr5sdqCpSTgEajgawzQNbpIetkaDQytLIMWZYhabXQZIHQ8Aj0qSwkALZqL3Y8+BAkWYZW+bmsw4Vf/QITVy8vsLibW5HVaRDPpJFIJ5DNZpFJp3O/UqlUbilEOpVGOpXI/T6dSpYTKZ+FAhUjwMCr7lBvWOBdfIDDzY+pbAX2gx+/trD1l7oEYq0z8Ir5sZoCW1FACadGiw1GowV2sw02gxkWjQEGnQFSMgltNAlNBpBTWcipDDTpLJBOI5tKAf4QkM3mfWzN9mbIt3Uj+U+vIRv57ZfWbBZIOhlZSQIkCZKsAbRaZDRAAlmkjFqkdVokNRKgl5GWNUgkYghHI4hl4ggnIrk3x/FoFPFYZCtys88UqAgBBl51h3lDA+/NBzjc/JjKW94vf/W7eO5Pn8gd37uZPwy8m3l02DcKlE7AbHPC4XCi1uqFVaOHPpqEMZSAHE8iG0vkfknptNANpRo3dA/fieRP30R20r+2tpRgrNcBOh0ko/JLj4gsIW4zIGnRYSY4A39iDtG5IMKhAFJJvhFeGzSrKFBaAQbe0noubm3DAm80lsBffPnreOzR+5csXWDgVXfQ2ToFKFCYgKw3oLq6Fk2uOlgDCdgiaWRn54BoabYMk+xWZIJhSLjxxlfT3QrtjnYk//lXQEKlIGoyIGM1Yc6uR9SsQyAbxdjMGPxT44Wh8CoKUEAVAQZeVVgXGt2wwKv0YLmlC8ra3v7BMXz2ycfVffoStM43vCVAZBMU2GQCOr0R9bVNaDJWwzEZgWZ6FkiWfpsw7cEd0O7tRGZ0GpJeB8ltR/IXR5HtG1o/EZsZEacBsz47roz0wT85sn735p0oQIEFAQZedSfDhgXe+TW8Z873rfqEi083W7VgHS9g4F1HbN6KAusgUF/XgjaLD56JMLKTs6reUVnKK1nN0PjcuTe66ZEp4WURa+6wRoN4rQtnZD+GRwfW3AwLKUCBtQkw8K7NrdCqDQu8hXZws1/HwLvZR4j9o0BhAkazFXvb96JqZA7a0enCisrwqnhbLU6mxzHG0FuGo8tH2swCDLzqjg4Dr6AvA68gIMspsAkEHFYnbvN2w3plDFB2Uqjkj9GA650unLh4pJIV+OwUWHcBBl51yRl4BX0ZeAUBWU6BDRaodlbjoKsTuouDG9yTzXH7rN2K87XA5WvnN0eH2AsKVIgAA6+6A73ugXd+7e4n/t3v4e+/9zMst4Z3M6/bvXlIGHjVnaBsnQJqClgMFtxbtwcGht0F5pkuH94ZO494ZE5NerZNAQosEmDgVXdKrHvgnX8cJfgutw8vD55Qd9DZOgUoAOj1JtzfeQdMJ66S47cCiW0NeCfUh+lpblHGSUGB9RZg4FVXfFMGXu7Dq+6gs3UKUAC4q/sueC+O5w6M4AdItvjwTvAqpuZmyEEBCmyAAAOvuuibMvAq+/AePtbLo4XVHXu2ToGKFWitb8feqA2ZscrdjeHmwZ9r9uBcahJjk8MVOyf44BTYaAEGXnVHYN0Dr/L29smnX8Do+PL/j6a2xoOXvvQU2pvr1H36ErTONbwlQGQTFFhHAZPVjnurumC6NLqOd928t5rZ2YDTU1cQmJncvJ1kzyhQAQIMvOoO8roH3vnHWWkNr7qPXNrWGXhL68nWKKC2wIHtB9FwNQBEomrfalO3L1lNGO7w4My104hFw5u6r+wcBSpBgIFX3VHesMCr7mOtX+sMvOtnzTtRQFTA4a7G3eY26Poq+/jcRK0b/R4J5y+dFCVlPQUoUCIBBt4SQS7TDAOvoC8DryAgyymwjgJ37rwH3tPDFX24xNy2WlxITGB4pH8d5XkrClBgNQEG3tWExH7OwCvmBwZeQUCWU2CdBLzeetye9UI7PLVOd9xct8narJjp9uF433FEgoHN1Tn2hgIUAAOvupOAgVfQl4FXEJDlFFgngfv2PQDX21fW6W6b6zbJRi+umuO4eO3s5uoYe0MBCiwIMPCqOxkYeAV9GXgFAVlOgXUQqPU14ba0B5pKe7tr0COw3YdzM/2YnOCWY+sw1XgLCqxZgIF3zXQFFTLwFsS0/EUMvIKALKfAOgi8a9+DcL59eR3utHlukfY6MOw14tzAOSTilb0jxeYZFfaEAssLMPCqOzsYeAV9GXgFAVlOAZUFamubcFvSA81I5azdDXX6cDnjx+BgZS7hUHlKsXkKqCLAwKsK60KjDLyCvgy8goAsp4DKAvf03LFwVZIAACAASURBVA3Pyesq32WTNG82YazTjd7RywjN8hS5TTIq7AYFChJg4C2Iac0XMfCume5GIQOvICDLKaCiQH19K/ZH7dCMzah4l83RdKrGiYEaPc5dOoFsJrM5OsVeUIACBQsw8BZMtaYLGXjXxPa7IgZeQUCWU0AlAa2swz1dd8J5/JpKd9g8zYbbvLiEWVwfurp5OsWeUIACRQkw8BbFVfTFDLxFk91awMArCMhyCqgk0Na0HbsCemByVqU7bIJmNRr4d9Xj1OhFBLiEYRMMCLtAgbULMPCu3a6QSgbeQpRWuIaBVxCQ5RRQQUBvMOHetttgPVW+p4mlTXqM99Tg1KUT3IVBhTnEJimw3gIMvOqKM/AK+jLwCgKyfMMFZFmHbDab60cWN/53Jp3e8H6JdKCruQddE0A2EBJpZtPWph1W9DebcPbC8U3bR3aMAhQoToCBtzivYq9m4C1WbNH1DLyCgCzfEAGT1Q6P3YNqezXMWQ0selMu6iaRRTwdR1IDBCNBTM/5EQ3PIRIObkg/13JTh7sKd5jbYOobXUv5pq+JG3W41mbFxSunN31f2UEKUKBwAQbewq3WciUD71rUbqph4BUEZPm6CtTUNqK1qgnOCGCcjSA7GwKi8aV90OsgWc1IWwyI2vRI2IyYDs5gNDSB4OwMUok8Nev6JMvf7O79D6DqcHnuP5ussuGaT4fzl05tEm12gwIUKJUAA2+pJPO3w8Ar6MvAKwjI8nURUN56dtVvR9V4BPLoDJBew7ZVVjOyLhvCHhP86SiGAhMIzE4hHousyzMUcpP2li70TGmhmdk6b6QLeS7lmoTLgis1Glzu6y20hNdRgAJbSICBV93BYuAV9GXgFQRkueoC21t3ojlthql/EkilSnM/sxEalx0htwl+KYHB2VH4/ZNIxmOlaX8NrTjsbtxhb4epb2wN1Zu8xGTAlQ4Hzl08tsk7yu5RgAJrFaiEwPvDV15H/+AYPvvk4wtM/kAIn3rmKzhzvm/hz2prPHjpS0+hvblurZxL6hh4BSkZeAUBWa6agNlix95t++E5OwpNWMW3sEYDsh47QtUW+FMRDPpHMDsziXS6ROG6ACGT2YpD9btgPzdUwNVb75LxA8040vsW0lv8y4RbT549psD6CZRz4D1y8gL+6E+ez2H+8R88kjfwPvXk4zi4t0s1cAZeQVoGXkFAlqsiUOWtxy57E+y96xsAc+t+PXbMVZkxFprGWEhZ9jCt6q4Pst6AuzoPwnViQBXLjW50rtmDY8lRzE6Nb3RXeH8KUEBFgXIOvPNsK73hZeBVcXKVomkG3lIoso1SCmzr2Im2WQ0MI/5SNlt8W3Yr0m4b5jwmTEZnMewfQ2h2uqRvfq12J/Y37izbsAtZxvU9Ppw481bx/qygAAW2lIAagfeX7//Shhg88C9P571vIUsa1FjOoHSGb3gFpwIDryAgy0smYLLYsKNzL2ouTEAOqriEYQ09lhxWpFw2RDxmTIamMB4LIqRseTa3tn1yJUlCS/N2dGicMF8cAX67j/AaurapS9JeN94x+zExcn1T95OdowAFxAXUCLzPHXpdvGNraOHZw/cVHHgXX6iE4u//+DW8+Pxn4HLY1nD3/CUMvIKUDLyCgCwviUC1twE9jgY4ezd/+JOsFkgOC0IOPeJWQ26v34m5aYTnAkgnUkil4shklu4ioTMYYTCaYNSb0FW3Da6rk2W5G8PNEyLW5sPhyDUEZqZKMk/YCAUosHkF1Ai8X/P9/YY88B+PfWLNgVf5EtuzX3wZn/v0R/iltQ0ZvWVuysC7mUajAvsiSdjRsRstsxLk4ektCSApSx9sJoTMGiTNemT1MtLZDJLJBOKJODSyFjqjCVIqDXMkCcdcGtot+qzFDlCirRZv5gLvZLGlvJ4CFNhiAgy8NwaMgXeTTlwG3k06MBXQLZvdhX1te+E8PwYpNFdeT6zVQtLLyOp0gPK2NxK78b8r7CP5qvCWYQbjo+X5hbwKG04+LgVWFKjUwKvs4KB85ndoUJY0HD7Wi89/7pMwGfUlmzVc0iBIycArCMjyNQnU17WiW66G5YoKx+dKEmA0AJIEScoiCwm//R9kM1kglUY2mVK+ALCmvrOoCAFZi9G9DXjn9BtFFPFSClBgKwqUc+C9eVuy+bH5xt88kwu5VwdG8OTTL2B0/Ma/Uu7qbiv5+l2lXQZewf8qGHgFAVletEDPtr1omc5Cp5yYJvox6AGnDSaLHjqjHhqTHlq9DH1kDpIsQ4ssNMjmvhOWBnKBN6k3IC3LyCYzSCbSSMeSSMaTSEdjuTex2Ugc4H6xoiOzUB9vqsbbqRH4p8rwQI2SKbEhCmx9gXIOvJthdBh4BUeBgVcQkOUFCyiHK+zffgDuc6PQzEULrltyoSzDWG2HzWuHyaiFJ+SHNpWEnIjf+JVMFtR2RqtFWtYhrdUiZTAiajAiojMiojcjmcogFYxibi6ObCiCbChcUJu8KL/A1L5mHL70DtLJBIkoQIEyFWDgVXdgGXgFfRl4BQFZXpCAq8qH3fYmOC+sfQmDZDXBY9PBbZbgTkehi8dzQVeNT0qny4XguNkCv8GKoNGKeDCK6GwEGWXLtODatiNTo69boU3JoMe17S6cunB0K3SXfaQABdYgwMC7BrQiShh4i8DKdykDryAgy1cVaG7qxPaUHab+iVWvzXeB1qCHq90LjxGoHfzdWeXz12Y0mtybWjkeV5btLnySOj0ysnxLk9pkEvIaQ3LcZEHEZMGszoiA3YPodAgJ/xwwG0I2oU7wXhPYJi1K2UzoazLh/OVTm7SH7BYFKCAiwMArord6LQPv6kYrXsHAKwjI8hUFdm0/gKbxOOSJQPFSkgR7mw/V1SZUTYzAFAouaUP5Qtro9m7M1Deg6/Vf3hJmLx26F7O1tVBC7vzHMzyIlhOlecsYtdkRMNswa3YgHAcik0GkZ4M3dmTgJ69Aym5Gf6sV584foxAFKFBmAgy86g4oA6+gLwOvICDL8wooBywcaD8A76UJZMPFr9fVel2o6qxB49QwrDP59+cNO124fMfdSBqNMIVC6Hr9F0sCrzkYQEPvadVHKamsAbbaMGV1YS4rY24ihOR0AFmG3yX2SVmD4Z5qLm9QfVbyBhRYXwEGXnW9GXgFfRl4BQFZvkTA4fRgv68L9tNrO07W2t2IRjmOmrGhgnSnG5owuq17QwPvzR1N6Q0I2x2YsbgQimcRnA4jPTXLZQ83I5kNGOupwdHed5Be4xKTgiYHL6IABdZNgIFXXWoG3iJ85/eRm987Till4C0CkJeuKlDra8JOfQ3MV4rfgkrrtMOzswGtI315ly8sd3N/YyPGu7bj7t4fQU79bjnBke73YdzdlFvSIKUz8F65gtorF6BZxwMglC3QIk4Xxq1uzIVTCI0HkJ30r+pYERfIWvh3N+DY9bMIB2cr4pH5kBQoZwEGXnVHl4G3QN+bN01m4C0QjZcVJdDR0o3OsAH6NRyba+2oQ71NQu3QtYLuKcspOB1h2J0hTNa24rTrTrx3+NswZOIL9bP6KsiZG9tgzclOvOr7ILZPHEPL9dMIh8zwJzxISMqevWHlXArVP8qOD0GHC1MGG+YCcUTG/MgGud1ZcLsPZ8PDmJwYUX0MeAMKUEA9AQZe9WyVlhl4C/BVTgH58le/i6f/1z/Anz73Mp568vGFI/D4hrcAQF6yqsDe7tvR0B+CNlDkEcFaLbx7mtA8NwmLf+WDKEKeKjSk+lFVPQur9XfrgvusPXkD7+JOH/Pcjxl9NR4a/UHuR1GtBX36HsxqXNAHw0hPpqHzhyHH1f/SWcThhN/uxozGhMBoACnlrW8F7/QQrndhwAFcvqL+eutVJzMvoAAF1iTAwLsmtoKLGHhXoVLC7p899zL+8tkn4Hba8KlnvsLAW/D04oWrCegNJty54044TlyHFP/d29XV6pSfyw4ranbUoaX/InQrHBYRdjiRaK9Ck/Ya2pI3ziy/+TNsasVxz714z8j3bnnDu/i6N6sfzoXcd4/9cEkbYdkO5Y3wBGoRiRqhnY5CMxWBIaLuG1hlv9+Q041JswvhSBLB0QCy/qW7URTiudWvydjMmNpRi1OXjyOSZ0eOrf587D8Fyl2AgVfdEWbgXcHXHwjh2S++jM99+iNob66D8nsGXnUnZCW17nR4cKC2G9bTA0U/trnOg/paC+qvX1mxNthaD697Eu3ZS5Azt+51m5J0GLS0Y8bgQ5+1Gzv9b8OVmIIvdh0R2YbXav4NGsJX4YsNos/Wg8u2XXho5Ae536/0iWtMufA7LVdjLmZFZiYF7WgE+qi64VfZ5SHo8mBKZ0FgyI/E+CyQShVtu9UL/J1eXE7NYHS4sOUtW/152X8KlIsAA6+6I8nAu4Kv8nb3yadfwOj40m2d5tfxckmDuhO0XFtvrGnCLkMddFeGi35Ex7Z6NOtjcI8vf+qast412lOLHdJxVCXH894jpjFCWaYQ15oWfu6NDmFn4Agy0OCatQtXbTsxY/CiLjKAnbOH4U5MFtXfNGRMG2owqatDIGqDNBaFfjKUO8JYrU9alhFxuDHq8iI4HcHcyDQgchSzWh1Vsd1ErRvDXh16r5xGiscRqyjNpilQOgEG3tJZ5muJgbcIX77hLQKLly4r0NXcg86oAZqhqaKVvHtb0DI3AXNg+W/lh6vdsDZlsCNzHNpsuuh7qFWgvPmdNtZgTKpDOqBBZiQB44y6Oy4oa32nnVXwJzXwD/qRnVnDAR5qgajdrsmA6Y4qnJ26htnp/H/pUbsLbJ8CFChcgIG3cKu1XMnAW4QaA28RWLw0r8CBbbehfiwGaaq44KWRtai5vQPtg1cgx5Y/iGKuqRY+3yTaE+dXHAHlhLWAzoOQwYm0VYay/ZcGGSShhx5RZCQZ2lQa2mQCcioNXTyeO5TClArDmBZfmqAsmZgw1mMo0wzNUBi6iSD0KzyX6HRKmEyYtXswarBjtn8S2eni/EXvv5H1sVYvrhqiuNLXu5Hd4L0pQIFVBBh41Z0iDLxF+DLwFoHFS28RkPV6HOo4iKrLyslpxe1iINuMqNvVgBZlD9xsZlnZUHcjOqwX4UuuvExixNSCoNuDKvMofOYhuDRT0CEOGUlAkpDNAinokczqkJSMiGZNSGQNCGXcCCScSCSMkOIZGKMR6MNhWFMhGDLFPdPNDzFprMNApg2RkBG60RDMsyvvNiEytZRDLSY8PkzKFswOTCE7XRn710ouG8bb3Dh17TQic5X5pT6RecNaCqyHAAOvusoMvIK+XMMrCFgB5VarA7c374HtVD+QyRb1xOZqO+qbXagfuLxiXWhvC/bo3oEtufyby4DegylfPVrsF9ChPwcJxfXl5g4EMi4Esm6E03aMxJuQjOlhCQVhjszBkZyBZg1LKZSdHsalOgxmW6EdCsE8NQOtSqeIpXQGTLm9GNea4VcO+VjD8c1FDeRmuFiSEOyqxfnIKMZG13aK32Z4DPaBAuUqwMCr7sgy8Ar6MvAKApZ5eXVVLfbam2G+UPyX02yNVWhyaVA9uvwRwRmNFsGDbbgz+T+g/+0hEflIRxyt0PliuMPyK1XEo1kL/Fk3xuJNGIs1whyegyk4B1dicsnuEKt1ICNpMaZvQH+2HZmZNPQjAdW2N0sYTRiuacCEP4Vo3whyr7fL/BPzOTFUrcP5yyeRWcdT88qclY9HAWEBBl5hwhUbYOAV9GXgFQQs4/LGujb0ZF0wDkwU/ZSuDh9aDAk4JpY/YlhZdxvf58Od8VehWeFt7TVvD7Z7T6NB31d0P9ZaMJutwkiqCYPRduiDMdhnZ3Lht9iPctDFhKYW0xEPpOthWGbV+ZJb2OnCNVc9pq+MITtT/v/kL1lMmOmpxdFrJxEJVs565mLnH6+nwHoKMPCqq83AK+jLwCsIWKblPR270TaVgXai+DBRtaMRLclZWP1Lt8Ob54qbLJB3mLA/9daKgtdqe7C35jfwaIoPm6UamulMDQbiHZgK1sE8G4Q3MgQ5e+uewKvdK6K1YkTXgpFUPeTrszBNB6BJl34HikFfM4bDQKxv+S3fVuvrVvr5XHsNTsdHMTlR/L9AbKXnZF8psBUEGHjVHSUGXkFfBl5BwDIr1+r0ONh1ENWXpqAJRYp+uup9bWgLjMC0wklZUZsDhi4d9iVXDrsXm/bj/qp/hgmr90PZtUH5pezUoNYnlZXRn+rE5dBuWGeCqJm7XvRyh7QkY8JQj35NB6SJCDQjMRgiRR7HvMoDBlweXDV5ETx1VS2KTdVupMmDXjmE4aHKeN5Nhc/OUOAmAQZedacDA6+gLwOvIGAZlVvtbhxo3AHnmaHiT/iSZfj2t6BttA/62PI7HkSdTlg6M9iVPLasnBJc+1u7cZ/zp9BJ+Q94iGVNGEMjAiYnYrIJkYwFBimCDHQwp4PQxTOwpMKwSzNwSZPQSqV9mzqaacbpwB2wTc7AN7e2L1D5ddUYMTRhLmRGdjgB01TpdndQ1vZeqmnD1NGVvyxYLtM35rbiqlfi1mXlMqB8ji0pwMCr7rAx8Ar6MvAKApZJeW1NE7pNPtguFf9P4RqrCb5djWi/2gvtCtuOzdV64a31ozOz/H6qaUmHS6178HvO70Kb521tCjL65G7MWuxo8F2A1zoMl3EUGunGm91k2oB4xohQ3I1A2AN/qA6TgUa4UtNwJmbgk4agR+lOSRtIbkOvfx/qx/tgXWGHiZWmSUxrvrGnb6oRGIrBPDwJqQTzKi3rcLFxGybeqYzQm65y4awxiP6J/hLosQkKUKBYAQbeYsWKu56BtzivJVcz8AoClkF5V/MOdIR10CpH2Bb50Vc70NDsQNPAlRUrgy0NaK4aQFNq+S+ehWUbphvrcL/rx3nbCmstOO/ciY66E2h2rHwwxeIGZmNeDAXbMTi2A/ZgGM3Zi7BJxa9Pztcx5W3z8cA9MI+EYY8Vf/rczW2Om+pxCTthuDwNQ5GHe+TrW8JoxBl3C0Kn1u8Lf0VOoZJeHm+owim9H6NDDL0lhWVjFChAgIG3ACSBSxh4BfCUUgZeQcAtXK7TG3D79ttRdWkKCBW/jtTW5kOjLQvvyOCyClll27H2OnTZeuHNLL9jw6zRhUiTG/dYf5q3rZRWxunqfXig47vC4mPhVvRePwRbIIJtqbPC7c038Gb4f4J1YBbWmPguCVeNPZi9YoA8Vfy4LH6gGbcX58N6JIeK322jZDjr2NDkNi9Ozlzh7g3raM5bUUARYOBVdx4w8Ar6MvAKAm7RcovNidt93bBfHAVSRa5v1cmo3tWE5vAUrDPLv9GM2B1IbvPgQPZNWNKhZaVGPC2w1wSw2/h23mvS0OKXtkfwoT1/U1LtAf929F86gL3J/Pddy82Ohu6Bpj8DZ1LsTa9y7yuGLkwMuGAZE2/r3Pa9mHyjQo7mtZlwqk5G/7UKed61TFTWUEAFAQZeFVBvapKBV9CXgVcQcAuWe9w+3OZshfHC8gdCLPdYWrcdvu01aBm8Cl08/5fTlKMP5hq9cPvC6EmeXFYorLNjpKYV3e7jaJKX/4b9eXkP6np60WS/UHLtK9O7MXmxEz2Z5ftZzE0jGSten3gE20ZK096v9Q/DdrQfkuABC/5qH87OapAeEQ/PxXhsyLUmI/o7HTh14eiG3J43pUClCjDwqjvyDLyCvgy8goBbrLypvh09KRsMg0Wu17WaYG2rRUM6BN8Ke55Gqt1ItrvQnTqF6lT+L8ApW3MNOdugr4pjv/VNmKTwioq/Nj+Eh/f8PXTa0n3ZbP6GsZQFr535KO4M/6JkI/la4FFU9w/BlF75uQq54UnDHUicUbYuW31rtpXai1ms6DXXItg7UMhtt/Q1mdY6HMuMYWS0/J91Sw8UO192Agy86g4pA6+gLwOvIOAWKu9p341WPyCPFXHal8UEc5MXXn0KdTNj0MeieZ84arUh2eFGo/E6WmKXllUZszQj4HVjr+NN1GqWX/s730AGGrxueQgf2PdVVaSDCQ+OnH0/bou8UbL2j4Tuha4/AXuyCOdl7n5Kvh2Jcwnoo2LhOWEy4aKrEdOnyvjLXHod0j4XLkpBXB6tjJ0pSjZp2RAFSiDAwFsCxBWaYOAV9GXgFQTcAuWSJGFf5wE0DoaBQIFfgjLoYW2pgdssoW52HMa5/GtwlSCVbnbA4ZpDW/wCDJn8gXhG78W4twmdjjPYZjhTsJqyJ++vre/Go3tfKrimmAuvB7dj/HQPtuF0MWUrXvs/Zj+Ihv7L0GfE3kgrb8LfkB6C8/jKO2AU0vGkwYDe6jb4T5TZ4QxmIyS7BUmLAQGHjEtj1zAxNVIICa+hAAVKLMDAW2LQRc0x8Ar6MvAKAm7ycqPJjNu23Q7PqUEgkSiot8amGlTVWtEwMQzjXP4dB5IGI+JNbliq4mhLXYA9OZu37ZDsxJSjBq4qP3aZjyx7kMRKHXvT8iAe3P1tGLT5w3RBD7XMRa9e+ii6xs/DKonvrKDcQtmi7FcTj6JzWHwN75iuAZeGW+EYWX53i0KfPaU34LS7BcEz1wot2RzXaTWALEMy6AG9jKxOh6RJh4RZRkwnIZKKYzo8g6nAFMKh0mwztzkenL2gwNYTYOBVd8wYeAV9GXgFATdxucNdhd1VnXCfLfDLaTYLPF11aJqbhGMq/xZWKZ0B0XoXTL4s2tMXlt2NQNlTd8LVAJMzgh7LcTg1Ra4Zvsn1pPEQ9u76GRyGtbeRb5imIvXoPf0u7EmVbpeG/nQHBq+0oz4sHizf0D8Ey7FBaNJF7qKR52HnXB6cS1kR7Sv+YJGSTnGNBtDJuV+STkZW1kJSfmk0SOllpGUJGb2MFNJImg1III25SDj3+1gihrlEBIlEDPFIBLFYBMgqX5HkhwIU2AwCDLzqjgIDr6AvA68g4CYtr61pxA59DSxXxwvqoaXNB59Tj7qxAWiTySU1yqldkfoq6H0SOrO9cCUm87abOzXM1QCtO40e83F4NIXdf6VOXtTsQs3OC2gu8S4Nr53/CNonL8Ouyf92uiC4RRf9fPZDaOy/CH2msLfpy91jyNCG/n4fbOP5nYvt20RdE84PRZGdVvktqBJmjQZIRl0u1CaMOsQNSpjVIillkdXJSCYTiCVjSKZTSKaSiKcSiKRiyGbSSCWTSKdSuWsyqSQygrtTFOvE6ylAgbULMPCu3a6QSgbeQpRWuIaBVxBwE5Z3tvagI6iDfnRm1d5pHDZUb/OiMTABqz//G9S5eh809Tp0anpRFcv/z+tJjQHjrkZk3Rp0WU6gRjO86r0LvWAk04T4NmCv75eFlqx6XX+gBxO927A9Xfh64tUaHU614Mq1HWgMiX1hKqEx4EjmXlhPlm6XgYutPRhV2kss/cvMas+10s8lhw0pmxFxix5Jix6xVBzRdCL3JnY2FsoF2GQijlQiiWQyhizfyIpws5YCm1qAgVfd4WHgFfRl4BUE3GTlu7uUL6dFIfuXP+hhvsuWjjrU2TTwDfdDm80seZKIy4V4RzW6pBPwJfJ/ESgjaTHmbASqtGiz9KJOU7qQNt+haNaCM+69eGjH/1sS7UxWg3858Sm8K/KzkrQ338hPZj6K7QMnoMmKLUE4pr8H2dNB6JbZEaPYTif1Bpx1NyNwpjQ7NGTcdgSqjEi5rJgITWMmOIN4LIJYJIx0qrSButhn5fUUoMDGCTDwqmvPwCvoy8ArCLhJymW9Hge7D8F7bhSI5D8QYr6rktMGT3cDWiavwxpYunWW8oW0uRYfau1j6EyehQb510lOOBsxW1WFHstRNGnV/fb/26b7cM+ef4RZXj3IrzYkxwcehHUgVdK30BfiexHoc6I6KrZDwHVtG4YGfLBMlWYpg2IxWduA3tEEspNiSzfiPhcCjU4MB8YxNTmCSFh8LFYbK/6cAhTYOgIMvOqOFQOvoC8DryDgJii3WB040LwLLmUnhlXWPFo669FgzsA3Oggpz1vdUG0t9PUSenAC1lT+nQumrHWY8taiy3YSbdrz6yJwVdMNe/cQOlxiux9cm9qByYvbsD1bum3IZrNuHBl5F9rHzwlZ+GU3Tvv3wnl19f2JC71RVqPBubadmHpL7JS64K4m9AaHMDk+yHW1heLzOgpUmAADr7oDzsAr6MvAKwi4weVVHh92mxtgW+XLacpaXXd3PZqnBmHL81Y3arMh2l6DTvk8GlL5/+l7xuzBVE0jWq0XsU13GtIyb37VIAlmnLha24b7O3+w5uaDcSfeOv5hHEqXbi2w0pmf+R9DW38v5Oza/zlfWRryGh6G54TY+t/FOAGPF2fDeiQH8++6UQim//Z2vHPxKGLRAvdwLqRRXkMBCpSdAAOvukPKwCvoy8ArCLiB5c11beiBB/r+lfdptbTVos6hRd1IP6Q8b4CTbiv07Vr0pE9BziwNbVHZivGaJvhc19GpO7emvXRLwXTcegfu2PFjmHVr+6f0V099HLtCR2HAyks+iunryfBdSF6T4Flm14pC2zqivQfS2QB08dL1Tbn3hYZtGFO2pUumCu3KLdcF9rXgjUtvI5UU23ViTTdnEQUosKUEGHjVHS4GXkFfBl5BwA0q72nZifagDM3Y8nvTSlYz3Dsa0DI1Altw6Y4NEoAqrx81vhloNUu/tKY82rCrDZJXwi7z23BIq+/6oCbHANqh2RbCTu9bRd/mN1f+LepGR+GWSrc2diDRgf7BDjQG+oruz80FF3S7MXPZAMus2BrbxZ3wu704H9Ejsca3u7HWGhyO9iMwMyX0fCymAAUqQ4CBV91xZuAV9GXgFQTcgPJ9XbehaSgCzCz/plPfWIM6rxFNw315Dy4wm+JoaByDyZz/zd20yYcxXyP22d9Cg1Ys0JWKKAMJr9sexgf2/F1RTR4ffDdM1zOoy14vqm6li0NZJ94Zvh+tE71CbY7pGtE33ATLyNqXHOTrQFbS4Ez7Lsy8tcY11iYjrm1z4PT5o0LPx2IK9bRRBQAAIABJREFUUKByBBh41R1rBl5BXwZeQcB1LNdoNLh920HUXJlZficGvQ62nia0xqbhnl4aorI6CXKXGSZHAo3hq9Bn47c8QVirLF9ozS1f2Gk4so5PV9itrup2orrnPBptlwoqODr4MORBLVozFwu6vpCL0tDip1MfQc91MZ85rQ1Hw3fAdaH0W7mN+xpwYTyJ7MTSXTgKeca59hq8FbyKSJ713oXU8xoKUKDyBBh41R1zBl5BXwZeQcB1KtcbTLh7+yHYT/QB6fzLD1Dtgq/BjvbJwbxrQXWNMk7vfzesqQCUgyIisg0PjXwP3viNrbQkfRYjTa3YZTsCu7S2oKQ2Ryqrw2HXvXjfzpdXvdWFidugu6pHVVr8tLebb/a6/72oHhiBIRNdtQ8rXfCa9F64TlwRaiNfcdJgwFmXwL67koTp21rxxqlflbxvbJACFChfAQZedceWgVfQl4FXEHAdys02B26v3wnH6eX/Sd7YUY9mYxq140uvMRiSqGucxFvb3p97q9sTOArlwKtjVe/CZdtuvG/422hy98Hpm4JGm3/P3XV4zIJv0aftgrVrBJ2uE8vWnB87hHi/G62p0r3ZVW72Rug9sF+bWXbLtkIf4oTuEJLnYjBEwoWWFHzdpabtGDm/+n7MyzUoeRw46U6if6C0dgU/AC+kAAW2pAADr7rDxsAr6MvAKwiocnmV24v9zjaYLuQ/qlcyGeDc2YxO/xDMgVu/9JT7Ulr1LHy1U0hrdXil4WPY5X8bbXM31p2mJB1+3vQYPMZxPGb+v6GVxE4IU5nilubftt6NB3Z9DzrtrUsylItOD94HXDehOVvat6cnI4eQvSbBEV/+i4KFGAzpW9F/vQ62sdKu21XuPeX24qKyDdnQ2ttOtNbirdg1zE6X7gt+hbjwGgpQYGsLMPCqO34MvIK+DLyCgCqWN3obsUtXC9210bx30XpdqGt2omWoD9pFR7qm3WboO7SokUZRFRuFJAG/qnkUyv9x3+g/w2CKw1U3jWm7D9+K/Wf8ofG/oElT2oCoIg2U44ZPVO/He7u+sXCbYMKNX/d+CG2Bq6jTlnZd7OnIHYhf18MTEVseEdOacSR5F+ynS9s/BUE5QvhkdTvCJ8XGMbCnGb/pO4pkibdIU3M+sG0KUGDjBRh41R0DBl5BXwZeQUCVylvr2rEjYYN2JP/bRGNbHVqNCdRM3nqUbVqrxcQdOzHua0FVfBxjpibsm/k19s+8jnFjA35e/xgey7yE7t+eWKYsbfiviSdgkKJ4VP/thacJZRwIwI1sVgNIgBYpyEjmfumlOIxSBDLWtrdrqcgSsg6/tjyEXfW/xtBEN6QZGTvTx0q+T/D5yF7MDjpRExY7Nlh57pOGO5A4HYMhGikVw0I7l5u2Y7h3BIgufetd8M1kGcPdVTh6UewLeQXfjxdSgAJlI8DAq+5QMvAK+jLwCgKqUN7RuB1dERO0o/nDrm1XKzpiU3DM3vpzjT6DkXv3I2OQ8eDYP8GQieGSfQ9Ouu7Gvxn5Ouq8A/iF88OYyNTj48a/gkm6EbpOpu5Eb/Y2fKLpf4fGFkNMb8RougWJjBEaKZM7Ty2dlaHk27mYE7G4FemUjGTSCFM6BmsyDH0iCqsUhE0TgBGlD3PLMWchoT+1DVXaMdikQMlH40J0N2YGvfDNiW9pNqmvxcWxDtiur3xQyFoeYrK6Fhf9QGqZOVNom5LbjjNVGVztX+N2ZoXeiNdRgAJlJ1AJgfeHr7yO/sExfPbJx28ZvyMnL+CP/uT53J/t6m7Di89/Bi6HraRjzMAryMnAKwhY4vKulh3omNVAO5HnEAKDHu797dg+fAmG6K07BNisETS2jOKi5wCaIpdhT96oD8kO/KLpg/i45QW4dVOIZs34Zuwp+DSDeL/h29A6Y/he7H9Bq+csHmr5/yBJhX9pLZE2IpyyI5ywIxRzIxCsRjDsQTJhhj0VhDUWhFM7Dac0Cc06HkNcqiE5EbsbyesyqubyLykp9j5v6B6C7Uj+Y5uLbevm66NWO84YvIhcEA/lmcYa/CY7jJmJ0jyzyHOxlgIU2FoC5Rx4bw60f/wHj9wSeK8OjODPnnsZf/nsE2hvroMSig8f68XnP/dJmIz6kg0iA68gJQOvIGAJy7vrtmF7UIfsTHBJq5LDhtqOKnQOXoKkrEP47UfZgsrpiaDDu/RwCK0uhWSzAT+T/yD3RtemudGuP1OFf0j8J0zCB40mjdtr/zs+2Pl30MulOdZWCcKBeDVmY1WYDDZhKlgPZ2Ya9mgIruQUnBqxL32VkHzZpi5E9yB23Qh7uDTbs1019GD8kg0Wf2lPq8toNDjbuhMzhy+UhCW4vRZvjfciFpkrSXtshAIUqByBcg6886OY7w3v4j9bHIBLNQMYeAUlGXgFAUtUvqdjL5qns5DGlwYiucqB5kYbGoduDbUZrRbx/T4cSr62pBdWVwhVTePoze7HsdR9+PeG/5LbhUHSZKFvmoa+LoRQ0gVZSsCiX/7EthI9HmbjNZgI12Pc34xgsAZV8Um4ExPwasTXxZaqj/Pt9Ib2YnakCr6w+BtTpc2wbMPRyCE4e0v/dvdqUwcGz08sfxBJMTiyFuO763H47G+KqeK1FKAABXIClRp4//ql7+eef36Zgz8Qwqee+QqeevJxHNzbVbLZwcArSMnAKwhYgvLd7XvQOhIHAkv3ZDXUedBaJcM3OnjLneIWG+SdZuyPv7GkB07fDNx1U7k//3Hi38MlTeEe3c8wK3nwhvVBvKfzW6g259/mrASPs2oTqYweY+FmTAQaMDjVjdrEGGpiQ5vize/J8J2IXTfAGy1dED8u34n0mTD0cbGDKhbDjvoacWU0hvRUidYuVzlxyh1Hf39hp9itOtC8gAIUqCgBNQLvV9t+sCGGn+57LO99873hVQJvS6MPH3zkvlwNA++GDNnqN2XgXd1IzSv2tO1B61gC2dml/4RsbfGi1ZyGZ/LW9ZRxswVyjwn7U28t6ZqncQKO6hvrd2NZE/4h9h/xbv2PMIpG/Dz1ITzQ8n28p/kf8i5fGAu3YDTVDL/khvIdtUxcB10mDpN+DrZEGDbdDGz6aTiNpVuSkMlqMDzXgeGJToSmvGiIDZR8S7FCx+9E6G6khzRwR8W2Hrv5fteM2zF2xQnzVGmXMvg9XlyIGhAfKF1fo521eNN/CXPBPOvHC0XkdRSgQMUKqBF4P77jzQ3x/Oa5u4oKvMrFfMO7IUNV+E0ZeAu3KvWVu5t3oW0ihWxgadi119jRXGuCZ/jWN7sJkwlyjxn70oeXdGeyoQ53eH+3vOF6piP3hTTl47UP4GN7/g94TEu/jDQd9eF0/E6YmsfgbrgGh2MCejmKdObGTgyxuAWRsBvxoAX+yUaEp6tRox1EVWYKXvMgbPrSrHMNJNy4PtGD4Yku9IRPwyGVLlivNna/8r8PjpEZ2AUPlbj5PpOGWlzyb4P1UuneFivth6wOXNB7EL44tNpjFfxz5QCT69vcOH7+nYJreCEFKECBmwXUCLx/qP2HDUH+VvpjBQderuHdkCEq/qYMvMWblaJie/12dEeMyOZZs2tqqEanPQ335KLtqyQJs7d14F3JV5Z0Ydjbjh11R+HW/O50rIlMHb4V+wzeX/sN7O/5CWTt0pPUppM1uGjrROvew7BZCwuYmYwWgYAPU+PNmB1oghQyoEW6jBbHuVLQQPnSm5xKInrRh1TQWJI2l2skDS1enfgAaseuw5Ja+mXBtd48qrHgdGI/jGdLuwVZQm/EaWcT5s6Vdj1wvMmLt5KDCEyv/YS2tVqxjgIUKA+BSg283KVhi8xfBt71H6j66nockOsgDSwNQ7pqF9p9OvjGlr69C2xvwj77cdiSt75RVb4UFWzz4G7rvy55mKwWiOzMoM52bcnPwgkHDpvvxh33f0cIITjnwdi1HRi9uBP3mn4Ku6F0/3wfOe9Dctoi1L/liv1pD94afxjtE6ehyyRKdo+obMXRxKGSn6aW0utxyteJ0LHLJeur0pCyA8jFOi3OXz1T0nbZGAUoUFkC5Rx4b96WbH5Uv/E3zyx8KY378G6Buc7Au76DZLU6ca+3B/oLty5VUHqhcVrR2uJA4/DScDrn9aChZRrNiaVh57pnG3qaTsIrLQ3JJ013YO/Of4XDcONLbDd/Xgt8ANvf81PYbL97KyyikUzp8c4vPoqDid/AbVzbm0Jlx7U3hn4f0ZQV72n9NrJpCcF3moG0VqRrS2oHU604P3YAHROnS9puQOfC6egB2M+W9ujgpMGEs3UdCLxzsaT9VRrzH9qG14+/WvJ22SAFKFBZAuUceDfDSHKXBsFRYOAVBCyy/L4974Lr6DXgpr10c03oZPj2taLr2tJlAWlZRuxAHe6K5w8lvS0H8V7Xd3Pbji3+/NL8CH5//98u+XNlp4R/DX0Y933oxSKfYOXLL/S+C1UXEmix9xbdrkLy8/6P4Y3hD+B/3vMsGmxXc23MHW9AOmIour18BeGsDaeih5AZAeqCpQ2llw07MD5VBdvV0q7ZjdgcuOyog//EDY+SfbRazO5vxuunX0d28Xws2U3YEAUoUCkCDLzqjjQDr6AvA68gYBHlTXVt2B93IDu69G2rclzwruAg9JGlx/IGGuvQVXsJ3sTSL5wlNXpcb9+Gh2w/XNIT5djdX9kexgf2/N3Sn2Ul/CTwUdz/4a8W8QQrXxqLWXH6lQ/iQft/K7pNJW/9tO8TODz6Xnx63+fgs9wIo+mIDnPHm4pub3FBHCYMxttwLdQF30g/LKnS7T0c0LtwRnMb5IuzMPlLu8PBtLcWfSlTSb+glrMxGTCxw4e3z72FTHrpX5SEwdkABShQcQIMvOoOOQOvoC8DryBggeWyLOPOttvgPrt0/1tdbRW2OzOomlq6pjelMyC5tyrv4RLKrVdav5uBBu9Y78bDe7+Rt5dvBh5Cy0O/gt0uvqQhGKrC+X99FO92LA3ehRD9vP+jeO36Y/hPB/4zaizXkclocGryPpy98i7sTr2DZs0lSFIhLd16zUS6HgOJDkzP+WCfnIIvtnQpSfGt3qgIyU5c021DeNIAU98EpExmrU0tqYs4nBhz+zAxFERsZOlfkERulHLbMdxoxsnzR0SaYS0FKECBWwQYeNWdEAy8gr4MvIKABZY7q2pwr74Jmv5FoVarRfXBDuxY5gtDwcZa7Ky9AFci/5rYWdkNtMnYb116AIXStXfM9+LOXT+CVbf0zePV2d2Y3ZnF9q78tQU+GsYnWjHwxrvwoP2fCi1Zct1kpB5fPfFCbqeHf9v5d/jWuWcxHOhEdWoM1zJdeFD33/CA/p8Lan88U4fhaBtG4i2wB2dgDc3AmSzdF+nmZBv65W0IBOzQ9fthiC49MKSgjua5KOx0YcxVA/9sHOH+CWQTybU2tbROkhDZVotLaT8GrvNwidLBsiUKUEARYOBVdx4w8Ar6MvAKAhZY3t2yA9vGMkDw1j139S212GUMwza99C1eRqNF+LZG3JP4+bJ3UXYEmGmrxb3Wn+S95rx+Lxq7T6HedmXJz5MZPX6e+H3c9/6XC3yKpZedP/0ANFesOGB/fc1tzBcqofdvj/0NYmkz9tp/jYcjP4SMNE4k78Ivkx/AfzA9B7uUf8mA8ja7L9aNS+HdMAXDsEVm4IpPQkJWuF/zDczovRjItiMS0EMeCcE4V5plEXGjGbMON8YdVQiP+hEfmQFi8ZL1O9eQx4GZNg9O9J/CXKC0yy5K21G2RgEKbFUBBl51R46BV9CXgVcQsIByjUaDu3fdC/eRvluvlrWovq0dO66ezdtKqLoaTW3jaIov/2WllKRDf1s33uP4x7xtDKY7IO+cQpfnWN6fnw0eguHOftTWFvft/2DQi1O/eRRd8XNotZ4vQOHWS6JJK/77tT/EaLgFDzT9I7a7j+SWLCih99VLH8FDc/8CGalcUSDrxtei/xseN/xfaNDeuoOFEnQvxHbhcnAP3P4J1EQHIWdK91Y0LWkxrmtAPzqQnkzDMKa80V26zrpoAGU5itOFUXsVgpEsQlMhZCdLc4DHLX2xmBBrrEJfyo/L14sfp7U8F2soQIHKFGDgVXfcGXgFfRl4BQELKLe7qnCPsRm6gVuXJegaa7DTHIVjJv8azdl9rbhL+lXueN+VPudaDuJ97u9Ag6VrSKNZC85U7cFD3d/K24RymtpPg3+A+z/8fxbwJIByFPDFUw8g2e/CftObMGqL/+f8G8sX/gpN9ouw6v14a/j9+FjP8zjgexWJcSuil73K7rAL/TmWugdHkw/g48a/glH6/9u789g4rgNN4F939X3fzUMkRVIHdSuWFCtW7CSTyezCnmAHXowxQRYzgQOvN9l/khj22gmCbBAkNmzEGSDABIJhTzCYTbKa3WCwyXhyr+PMxk5sOb4lyxJvNpvs+2Lf3YtqhTRFNdldXVUSpfoIGLDEeq/q/d5z++Pjq/eKa38/WZ7Am9kTCMdmECwpe8BD1ujBojCEaG0QwkIetlgSQk1+kG4IAnI+PxbcYaSX86hGE2gWSl3ZS7rIaEBtKISovYFzCxewks9IKs6LKUABCkgVYOCVKibtegZeaV5XXc3AKxOwi+IfOHw7Qq/OAbUr34b3f2ACByffbPuyU8nhgGt/A/sqr3W8w3T/ftza9wvYdVcfUSwWPmu9De878BN4Le1fTptZ2YPYDicmbvnVlveanTyKi2fvwFHzCxi29bYGtNYw4KnXvoEh1zu4a+zp1qzuz6Y+ibcTJ/Fp/9fRWHjvkIlS04LfVO/Cy7U78EnztzEsXF6WEW/24ZXkKVgTBQzmN8yad9Ta/AJxtjxh7sNMcxSVtAAhmodNoV//V81mZPwhLFk9yMzGUYmmAAVfcltrlUGALuxHPGzFW5F3kErKfyFRBimLUoACGhJg4FW3sxl4Zfoy8MoE7FB8YGAUx8pu6BevPLZXF3BjYsCC8GL7XQOy4lZkAxcQLF+9FdnGW877xjE2fB479FcfWCFeO9PcBWEigwPBFzd92unGLiSHTdgz8cIV1xSLLkTmJzDz6kns1r+Ffe6XZYGlSiF87+2H8J8OPLZ2GMZk6iC+/+p/w98IT8Kpv3y8bw0G/Lj8SaQbQfwH83fh1cdRaxrxh8Ip5GMO9GVnYa4rMzOaNAWxqBtCohaEYTEHcywLQ1WZNbTiDy5xdxBJnQXZ+QRqMZXWz5qMaPYHkA6YcX7xEpbjyu4FLKvTWZgCFNCEAAOvut3MwCvTl4FXJuAWxf3BAdxiG4Tt3at/3e7aN4yDhQhMm6wHTR8bx6nGL2BoXl7HutVXwhSGeW8Zh42/b3tZFSa84r0Vf3ag/fZkq4VeK5xE2uuAe1DcOq2JxOwY6gk7durexS73622XTHR6tnbfrzWMEHTV1uxuoyzg/Ou340fpT+GvLd+CTZdHHfpWMWHdEo2pyh68lTmOgaUZeCryZy2LggMR3SAiup1oJiowxbKw5i6HbSW+8j4/ltxBZHI15CIpNDPKvOB21bNZzKj1+5ByG3FheRLxeOcfkJRoH+ugAAUosFGAgVfdMcHA28F34/nPd330JL764L2wWkytkgy86gzQ/oGd2Fu2w73YJkSZTRg8sgO7p863vXnJ4YRtv4BDle72SS3rLVgcH8OfOP9508a8YzqEvonzGHa1v+dqwcRKP5LlPgiowmddhMdy5cy0klrlRSfK0wHMVPfg5+W78UnLtyEelnGm/F8Q0Edxl+l7yDXceDnzYRjiZQzm5C1fEOteMg1gvjGK/IodxmgW9nQKuoYyBy/UjCbkAwEsuoLIRdJYUWO3hdUOcDtR7HMhYazjUmIa6YT8HwKU7FvWRQEKaE+AgVfdPmfg7eD7w2efx9BACCeOTqBYquArTzyDvpAPX7j/HgZeFcamXhCwZ+wgRtKAZaH93q+GwRAOumvwxNq/aJXr68PE8EUE2pysttkjTw/uw22hn13xUtf6a8Ujdd8O78ef7vmeCq2WVmWjokfx3TBqKVur4GxjVyvw3m1+Bv9U/s/w6BO42/w0LhYOYCE+ir70LKz19uuTu7lz3uBCRBhCpDECfaQAazK96cx6N/VtvKbodCPl8SNVNyC9lEU1qtyevxvv1Qh6kOl3YqmWw/zyPApZFXZ26AWBZShAAc0LMPCqOwQYeCX6igH4xbNvr83ycoZXIuAWl/uC/dgbGEV4MoFmbvOtq9xHxnAwPgVjpf060fTBEbzf/AKs9e53QIi4d2Jo5zRGhM1fJnvbchRj+3+HsG1euUZLqEnc97easqN+0Y1GVVgrebG+H7+p3oly04Y+/Sz+vfF7+H+pO2FbziJc7P1Zl839mG2OYSVngXEhB5uC4bCh1yPvC2DJFUAuW0E2kgLUWrZgNqEUciMdtGI+t4RYdAGV8nu7VUjoAl5KAQpQQDUBBl7VaFsVM/BK9H3y9JlWCc7wSoTb4nKL1Y7xHbsxlNPDPNvhV8s2K4b29WF8tv2+t029gHyHwybaPUrB4EJ2lx+nbD/d9ElXmna8GTqMj+39R+Ua32VNs6k9eO3Sn+LwysutGdz1X2/WjuMfy5/DHYYf42T1Z3g1fgqD6SkYG5Uua3/vsjoELJiHMYM9QKQESywFU0m5cFi22pBy+xCz+1prcyvibK6Sp6Gta7HO40Qh7ETCCszE55CMLaLZVO4gDcm4LEABClBgCwEGXnWHBwOvBF9xPe83T5/Bdx77PLxuZ6skZ3glAG64VKfTYWRoN0Ytfrgm48BK510DDEMhHLJX4E60Pyq46HTBuQ84UGl/UMRWT3tx+DA+6P9X2HSbzwxfMu2De88sxj2v995wCSXzVQ/OXvh3sKZL2Ntsf8CGuLfvYmMY5agRiXQf/OUlCXe4fGlNb8SccQwzjVGYJtOwpcS1uVfvSyy54j8WKHh9WHYHkCzqkFtMAgmV9rXV6aDr8yMbtCFSyWI+Po+8gjPTvbaf5ShAAQp0EmDg7SQk7/sMvF36iWH3kUefwunHH8D4yMBaKQbeLgE3XNYX2oE9wVH45jOSTsjyHNuNQ4vvQqi2n73MhUPYPTqDcEn6r/IXncPoH53HmGHrF9Oet/8Z7jzyFAR95x0getO5XOrcwq2YnTmMffXX4NZt/vJbpWjCzPQu6IsN6NocnrHVM4gvok0bd2OmMQbjTAaOePtDPHppR9VkRtYXQMwdQHYxgxUx6HbxQ00v92raLKiHPMgEbZiOzyIai6C2yZKXXupnGQpQgAJqCzDwqivMwNuF72ZhVyzKwNsF4LpLPN4A9oXGEUrVgPn2s7Sb1mi3YWR3AKMLlw9QaPeVHR/EQf+b8FakB7ey3orEeD8+6PzJlo2KNfqQGnHgxMjmyx+kqVx59XT8AF6b/CjGi+9g6I+HRbSrL9EIQxevIx4J93QccNS8A+ebh2G+mIAtqdyLYisuN+I2L1IGa2u3hepyUlw7JYdk07LisoV8vwcJfQVTyTmkE9Jnt1V5MFZKAQpQQKIAA69EMImXM/B2AGu3jGF9EQbe7kac1e7EnoHdGCyZYJxZAmrSZ0dNYwM4ZMjBmdp8tjNzaCdOmH4r6YW19S2Y69+Dg+GX4ddvfdTulHUPHOOL2OV5tTuALq5azI/inZkTsKbq2IvXoEP7kNiAHq+snEIh7sJQ/N0uar7ykpzRjfO6Qygv6uGcU2bf2bpgQN7na+2dm04UsSK+hJbv/qVBqY1ohnzI9zuxUE5jbnmOR/9KBeT1FKDAthNg4FW3Sxh4O/iKL6k9/f1nr7iqP+xfW9rAwLs1oGAwYnxwN0ZMXtimY0Ch9xegfB/Yh0OXXt9ytjD1/l34UOWnkn+1v9qKjNGH+h4Tjpuf7/hf3qu2W7F7z4sYcMjb3za6Moxzsx+EMVXDeO0CbLrND1kQtwZ7K3kcvuii5Fls8YW0i6YDiGaDsE8twViWfxpayW5H1htEzORAPpJCcTHV0w8zHbHFC8wmNENepH1mzOSXEFmaR7XSed13V3XzIgpQgALXWYCBV90OYOCV6cvAuzngUP9O7HUMwhHNoCnzJaXWUcJ9FoSX2h8lLD5FzWBC830+HK/+RlavXho6iNsCP4d9i+C5eoPXncdxcO+v4LVIP7hgOrkf70aOw54pYqRxCQ7d5i9yiUcFny3cjuKSDcNp6bO6MeMALlQnoJ/KwZaRfzxv3uvHsieIbL6GjNi/SZVeQhO3knE7WtuKJRw6TMdmEVsWT7LjFwUoQIGbS4CBV93+ZOCV6cvAezWgy+vHgf4JBJdXoItIX0vbrks8R8dxID655axk1WwBjnpwvCwv8CasYTjGs9hneq2r0fGK81Yc2vMcAtZIx+sz5QDmUhNYiOyFp5DGMC62jgPe6muuOobX0rdhcOkS3BVpJ7c1dALeNh1FetEO56y85Qs1oxlpnx9RdxD5xTTKi0k0i/JniTdrezPoQbbf1TokYi42j3xGuXXGHTuKF1CAAhS4xgIMvOqCM/DK9GXgfQ9QMBpxcPgABisWGKcWAYW2tdK5HNg95sLAwvSWvVWxWKA/4sSx8m9l9ipwYfgIPhL4MczobgnGW+ajaAbrmAj9Dn7be8Gy0jAjXQoiXhxEKjGAUsaN8EoEA8I0BGx9JG+1acYruVMoLlsxnJU+qxs39eOt5hFYzi3Dkt98mUQnrKLDiaTTj7jBhnQkhWZUWujuVP8V33dYUQm4kPSYMJ9fQmwpwkMiJAHyYgpQ4EYVYOBVt+cYeGX6MvBeBgwHB3E4OA775DKaWWVfVvId24X90YswVLY+SKFitcFw2Ib3lV+Q2atA0hqGebyMQ6bfd11XqhnAtHUcebMTTnMShbIHuhpgr+bhLSfhwzIcumxX9c1UduPN9AkMLl2EqyptCYK4Odk7lqNIRJ1wTvc+q7u6bCGVryE/n0Qz2/vxxFs22iAAAQ/yITtijSJmkwtIx7nbQlcDhRdRgAI3jQADr7pdycDXqXsdAAAfkUlEQVQr05eBFzg4fhQjeQGGOYnbjHVhbxoKYb+9As8mB02sr6JstcN2SI+DlVe6qLnzJZeGD+GU/6cdlxxsrEl8OazctMCsq0BAtfON1l1Ratrwcu52IKbDQEb6y3BJcwhvNY7AeD4Fa076utqmXo9sIIhFdxjZpSxWFhJASaVlC14X6gE3Mi4BU4l5xJJRlBU81U0SPC+mAAUocJ0FGHjV7QAGXpm+Wg68NpsLt+4+Bte5CJBfkSl5dXHjjjB2+vQYXJzpqu6a0YjqLSGcLD/X1fWdLsqY/RDG6zhs6X6Wt1OdW33/UmUfLqQOY8fSJOw16WH1vPkoYstuuKY6ryXe+BwNQUDSH8aiM4DcTByVpaRiS1KuuJfZBH3Q2zryN5qLYzK1wLW5cgYNy1KAAjeNAAOvul3JwCvTV6uB12Ky4UM7b4Hlze7CqCRmnQ7WsQHsQhb+rLT1otlbx3Cq8nPom8ocizvfvwv7wn9AUN/70oBObc82ffh98g5Y4isYKGy9TrldXSljCK/pj8N6fhmWjMSgrNMh5u/DoiuAzEwcdZXW5+r8bhRDTmRNwFRirjWbW+9hL+ZOlvw+BShAgRtVgIFX3Z5j4JXpq8XAa7c7cWrHUVjfkB7OOnEb+4PwjvoxEpuDPZ3qdPlV388fGsYt5t/BWlNmvWldZ8D0rv34mPN/SX6Wbgq8VTyO+fgodiTfhbUubZZcfLZJYS+WUiE4L0k/Sjnl9mM2MITUpSgQU2EHBJMR1bAb+T43IpklROILWMl3t4a5GzteQwEKUOBmEmDgVbc3GXhl+mot8JpMFpwaeh9c56QHrK2oDSEvPEMBDBQT8MW2PuVsq3oKQyHsHphCsCz91/qb1Ztw9sG1M4W9xjdkjpb3ikerO/By9kMILEUQKknfV3bePIpLtb0wvxuHNSttVrehFzDdvxOLiTKqKqy7htWMcr8PCbeAi0uTyCRjaCi0Y4diHcCKKEABCmwzAQZedTuEgVemr9YC7/7RQ9izWFP0jX3n/hHsRB7exBL0MoNR1WSG7hYPjpX+TWbPXlk8EhzF2MB5DAjylnDkm268UXg/Sstm7Ehf6rg12cZGpI2B1rHA9dkKHFHpLwkWPF5M+oaQfGsWTYXXXescVqwMeBCzNjC5NI1MUpk9mBXtSFZGAQpQYJsKMPCq2zEMvDJ9tRZ4bz/yYfhengSaTZlyl4s7xgewD2nYs9K23trq5tm9O3DE9QfJ23l1atDU4H5MBF/FoF76Ug5x54YLpcOYz4wjtDQDp8SX0sp6K6aMe7Ec98E+G4WhKm33h4rVjoXgAJZTFRQnFV6PbLOgMBLEklDE1NI08hnpS1E62fP7FKAABW52AQZedXuYgVemr9YC7wcP3wH/KzOKvcFv3zeCQ8UoLIXeD0bY2IXijgMrx3fgVPkXMnv36uKzgV3oDy9gr7m7U9jEGi5VJnAucxzh5Rn4y9L2l61Dj2nLHkSKQzBdTEh2qhlNWAwMYLlhQX4qgmahpKjJykgQEUcTk4uXUOT6XEVtWRkFKKAtAQZedfubgVemr9YC766RfTgQ1wMp5V4+8h0dxa7cEmwKzvJWTRY0b/HgREneMcPthseSYweKfhd2uCaxwzAFm+7qsC4G1UhjJ85lj8G5lEK4MCt5pEXMw5ip7EJzpgB7UvpLZcuBASzYvMhOLaOZlLbOt9PD1t12xHYH8O7iJSRjCs8Yd7o5v08BClDgJhRg4FW3Uxl4ZfpqLfCazFbcNnwE7rekv2i1FbW4DVnIY0A4tQSbjGNw19+jaRJQuGUQR2ovwyFxCUGnYVHVm5GyBlHy2FGwOOEWLgdSHZoo1y2o1wTYM3kEsgswNKQtP8iYfHgbR9CYr8ARkb5ON+3xYyY4hNTFKLAsPSh3antpJIRL9jKmps6jXq91upzfpwAFKECBLgQYeLtAknEJA68MPLGo1gKv2GafN4z3mQfgmFX4pSSbFa4dPrgdBoQKKTgVeOmpbjBiZW8fdrgWsLP4jsze3rx4SbBB3CYMOsBQr8LcKEq+V0mw4B3hMLLLNtgWYjBUtz5KeeMNSnYnZoKDiMdKqE4rt0vF2n30euQO7sAfli4glYpJbh8LUIACFKDA5gIMvOqODgZemb5aDLwimdcXxAnPLljPK7s9Was7zCbYBvxwhR0IZZNwZpIwVuQdb1sMedEYtmPIMIu+yhyMDWlhUuYw2bJ4Tdzr17gXC4VBWGbisEic4RZ3plgMDiJa0mNlekmVo4B1LgeW9wRx9sJLPP5XzcHAuilAAc0KMPCq2/UMvDJ9tRp4RTa7w41bwxNwikcLq/UV8sEz6IMfJQQycVhzMtYO6/XI+3yoDbsQNkYx2JiBs6rc7hBSCRo6AQuGYVys7YNpOglHStqpcg2dDsvBQURMLuQml9DMKPfi3/q21Pt9mPHp8Ma7r0ptIq+nAAUoQIEuBRh4u4Tq8TIG3h7hVotpOfCKBja7A7fsPg7v+Sj02YJMzc2L61x22AZ8cNkEBItZuDIJyVtzra99xe1BNeiE3i+gXx+Br74Eb0XhJRqbNKeiN2NWGMN8YxTG6RQcCen3jfvDWLAFkJ6Po7ms3jZg5YkhvLkSwXxU+lZsqg0GVkwBClDgJhRg4FW3Uxl4ZfpqPfCu8u0d2Y+xhgOmSyq/sW8wQBf2wRl2w99cQTCThC3X+w4E4qljRZcLCJnRdBnhEArwGeJw1HJwVDIwNuUtpVg/vJKmEOYxjMyKB7pIoac1yrlAEHPeASRnEqgtSH+hrdvhrnPYkN4/iLOXziInw7fb+/E6ClCAAloXYOBVdwQw8Mr0ZeB9D9Dl9eNQ316EllbQiEr79XxP3eB2wBr2wOU0IVTJtdb6morSXxZbf++y1YaKzQ69z4i60wyjUIZNX4JDn4UVBVhrBRibNRialdbuC0Lz6l0KGtChIlhRESwoCE4kEECm6QNiFRiWsrDk85KbW/D4MBcYQHoxg9LMsmIHf1z1IHo9SsNBzNqqOHex+72GJTeIBShAAQpQ4AoBBl51BwQDr0xfBt6rAUcGx7HbGoYjmkEzKWPNbbd9IwgQAh64wy64LIAvn4I9lYJQk7YdWLvbNQwGiC+FVc1mwGKAziqgaTGgadahYdCjqTe0dmUQ990Vd2hoihuT6QQIpQr05SqQrcKQLcJSkB5yxefJ+QOY9/QhE82hNL8M1Ordqki+TjcQRHLQhdfnzyGdkHZAhuSbsQAFKEABCjDwXsMxwMArE5uBtz2gwWzGeP84BgQnXNG8ogdVbNVlOqsZ5pAbdr8DdtTgL6Rhz2Ulb/HV7bAQD1hu6vVi1l370jUa3RZve11Tp0M6EMKCJ4zsQgqVhQRQU2+/W53HhexYAJeSc5iJTMp6dhamAAUoQIHeBDjD25tbt6UYeLuV2uQ6Bt6tAc1WG3b2jWKn2QvLQgZIXLtdEXQOKwSvG/aQEy5UEVxJt05zM1S2z5Zk6/UqFgtSLj+i7iByM3HUIjH1li7odND1+ZHuc2A2t4SZyBTqCsyIy/zPicUpQAEKaFaAgVfdrmfglenLwNsdoNlixWh4FIOOAOzzGehiyp8AtuXMr90Kg88Fh88Bp7kJXykLcy4Hq8Q9b2Mjo1ge3YW9//YcDOsCYio8gMn3n0TFZoMlm8Xo2ZfgWe7uBb6C14eIw49M3YDCYlLVXRdgs6Ae8iIbsmFyeQbR+AJq2/QHgO5GFq+iAAUocHMIMPCq248MvDJ9GXilARpMJvQHBjEW3gnnQgZCPKvKQQlbPpXFDIPHAbvPBpPXAddKFp5iHuZ8FqZy+10ZCh4vzn3oT1C1WOGMxTDx/K/WAq94wtm5Oz6Cna+8DE80gvjOUUQmDmDfr38JU6n9S3RFpwsFqwOLnhDyixmUl5JAQd4Ld5u2Wa+HPuhBLuhAqlnGVHIeyURUWsfxagpQgAIUUFWAgVdVXjDwyvRl4O0d0O/vx3hoGL6yAMvyNXrBrd3juh0wuu2wum2wOC1wVlbgXsnCFbv6xa3EjmHEh0aw57e/ge6PC3fjwyOI7ppYC8E1g7EVjgfOvQ1/ZK51R3Gdb8HtRdrmRNrhQSWRQzaWA+LqLfEQ9y4uhJwoeK2YS8wjloiiVFzpvcNYkgIUoAAFVBNg4FWNtlUxA69MXwZemYDi4RVON4Z9OzDkDsEWyQCpHFAsya+4lxrEta3i8gerGe5MAnZDE3ZDA2YdYBaayIyPI9M3gD0v/mat9vn9h7Hicq/9XbMJXLjtdjjSKbhefxP5uh5xVxBZkxVVsW1pdU5Eaz2Qy46Kz4l80IpILo5YaglZiSe49cLGMhSgAAUoIE+AgVeeX6fSDLydhDp8n4FXJuC64npBQMjbh5HAEJwlwJkpoh5PQ1eXt+uBck8ICCcOQPC5YPjFb2HUAyZdE+WPnAT0ehh/+QLqTbT+KX/0NtSTWdRfekvJ27etS5zJrbtsyIUciJUyWEhFkU3H0airt4WZ6o3iDShAAQpoTICBV90OZ+CV6cvAKxNwk+Jmmx1hXx8GnCE4yk04kkU0U1mgqt72XN20RAy8Oq8LtZ+9sHa5cOoIdHbb2t81jUaYPn476uem0Dg31U21kq5pCgJ0HidqHjsKPgvihTTmU1HkMgnutCBJkhdTgAIU2D4CN3Pg/eGzz+PLjz9zBfanP3EnvnD/PdesAxh4ZVIz8MoE7KK43emGxxvAgCsMZ6kJWzwPIV8GVlR6yWuLZ2obeI/tgy7gQfUnL1xe12s2wfjnH0TtxTfRVOr4X6cNOpcDebsRZacJ0VwMS5ll5NIpNJvbZwa8i+7kJRSgAAUo0EbgZg+8L559G1998F5YLabr0v8MvDLZGXhlAkosbrM74XB5EHaH4DXZYU2XYMuVUc+uQKfiut/WrKrFBMOR3YA4u/rrV9AsVaATlw0EPDB+7FbUfvpC62Q5/d4RCEf3ovp/nu99LbLNCjhtKHksKLotSK9ksJRLIJtNo1i4BqfXSewXXk4BClCAAvIEGHjl+XUqzcDbSajD9xl4ZQLKKC4IQuuFN4/DA5/dC5fFAXO+Alu+Cv1KCc1CSbEtz3RBL4TDuwGrGTq/u/XUtf97Fs3ZRYgvqQlH98Dw/v3ie6BAtYrqL19Gc67Lrb9MRsBuRc1uRslpRtVhRiqfRrycQS6bRiGXRlO8Cb8oQAEKUOCmFbjZA+/6JQ3XejmDOGgYeGX+p8PAKxNQweJ6vQCLzQGrzQ6vzQ2v1Q1LU4CjroelWAPKZTSLZTRLZaBUBWQeASz50QX95cBstaBsMaAkLk8wAGWTHumVNNKFDFYKeZQKOQZcybgsQAEKUODGFlAj8P6155+vC8o/pP9i0/umMjl85uFv4Z6Pfxh333nHNXs+Bl6Z1Ay8MgFVLq7T62G22GC2WOAyO2Az22EX/2w0w6gXIJTrEKp1GMp1GMs1CA1xm4U6UKujWW+0doho1uviT4atmdzWl/gv4r+3pnb1gKCDTi+0dmqAXgcYBcBoRM2oR8UsoGrUo6wH6hYDcsUc0uVcaz/ccqmIcnEFter2POpY5a5h9RSgAAUosE5AjcB76MiPr4vxG6/9+Zb3FV9im56L8qW169I7Pd6UgbdHuG1QTNwGzWAwQTz9zWg0wWAwwiDusKA3wiT+u2CAUW+ErgmYjEYI0EOv00FoigFXh3q1CrEOMRBXGw3UGjVUmzWU6hXkqyWUK2XUquI/FVQrVdRqDLbboNv5CBSgAAW2pYAagfd6ZZRObWHg3ZZDcOuHul6D6Qak4iNTgAIUoAAFKLCJQKeQ2Avc9coo69tSLFXwv//l1/iPd32otUPD6pKGB+6/ByeOTvTSrJ7KcElDT2zvFbpeg0nmY7M4BShAAQpQgALbSOBmDbwi8ZOnz+Dp7z+7pv21h+69put3xRsz8Moc7Ay8MgFZnAIUoAAFKEAB3MyBdzt0LwOvzF5g4JUJyOIUoAAFKEABCjDwqjwGGHhlAjPwygRkcQpQgAIUoAAFGHhVHgMMvDKBGXhlArI4BShAAQpQgAIMvCqPAQZemcAMvDIBWZwCFKAABShAAQZelccAA69MYAZemYAsTgEKUIACFKAAA6/KY4CBVyYwA69MQBanAAUoQAEKUICBV+UxwMArE5iBVyYgi1OAAhSgAAUowMCr8hhg4JUJzMArE5DFKUABClCAAhRg4FV5DDDwygRm4JUJyOIUoAAFKEABCjDwqjwGGHhlAjPwygRkcQpQgAIUoAAFGHhVHgMMvDKBGXhlArI4BShAAQpQgAIMvCqPAQZemcAMvDIBWZwCFKAABShAAQZelccAA69MYAZemYAsTgEKUIACFKAAA6/KY4CBtwvgHz77PL78+DOtK+/66El89cF7YbWYWn9m4O0CkJdQgAIUoAAFKLClQLb4sOJC1yujqNEWuTgMvB0EX3r1PL55+gy+89jn4XU78eTpM60SX7j/HgZeuaOP5SlAAQpQgAIUaAmoERIZeN8bXAy8Hf5DEwPuzqE+3H3nHa0rNwbg6zWY+PlAAQpQgAIUoMDNI8DAq25fMvBu4VssVfCVJ57ByWP71wLvpZkIvvToU/j6I/dhfGSASxrUHZ+snQIUoAAFKKAJAQZedbuZgbeLwPuXH/8wThydaF3JwKvugGTtFKAABShAAS0KMPCq2+sMvF0EXs7wqjsIWTsFKEABClBA6wIMvOqOAAbeDr5cw6vuAGTtFKAABShAAQrwpTW1xwADbwdh7tKg9hBk/RSgAAUoQAEKcIZX3THAwNuFL/fh7QKJl1CAAhSgAAUo0LMAA2/PdF0VZODtimnzi7gtmUxAFqcABShAAQpQgPvwqjwGGHhlAjPwygRkcQpQgAIUoAAFVAm8ZH1PgIFX5mhg4JUJyOIUoAAFKEABCjDwqjwGGHhlAjPwygRkcQpQgAIUoAAFGHhVHgMMvDKBGXhlArI4BShAAQpQgAIMvCqPAQZemcAMvDIBWZwCFKAABShAAQZelccAA69MYAZemYAsTgEKUIACFKAAA6/KY4CBVyYwA69MQBanAAUoQAEKUICBV+UxwMArE5iBVyYgi1OAAhSgAAUowMCr8hhg4JUJzMArE5DFKUABClCAAhRg4FV5DDDwygRm4JUJyOIUoAAFKEABCjDwqjwGGHhVBmb1FKAABShAAQpQgALXV4CB9/r68+4UoAAFKEABClCAAioLMPCqDMzqKUABClCAAhSgAAWurwAD7/X1590pQAEKUIACFKAABVQWYOBVGVhq9T989nl8+fFnWsXu+uhJfPXBe2G1mKRWw+s3CFyaieCJv/sBHv3iffC6nWvfTWVy+MzD38Ib5yZbf/fdv30YJ45O0K9LgWKpgq888Qz+5ZcvrpXYaPjSq+fxqc891vr+oX1j+M5jn7+iD7q8lWYv2zhG2xnyc0O54bE6XtePY35OyPd98vQZPP39Z6+o6GsP3Yu777yj9Xf8nJBvzBq2FmDg3UYjRPwP/punz6wFAvEDQvz6wv33bKOnvLEeZf3/qDYGhdWwdvLY/taHrhiKv/ToU/j6I/dhfGTgxmrodXpa0ffvf/Cv+Mzf/EXrBzNxDD/y6FM4/fgDLcONpmIwe/Hs2/xBTkJ/iaZzkeW1YLDRkJ8bEjA7XLo+dK0GXn5OKOO71f/P+DmhjDFrYeC9YcaA+IGwc6jvip941wfgG6Yh2/BB283wbvy7jf9j24bN2PaPtPoDxgP339OaKRfD2fRcdO2HNv5QIb8L2wVcfm7Id139PHjov34CX3z0KayOYX5OyLcVa9gq8PJzQhlj1sLAe0OMgXZhi+FAua5rF3g3BodOH8rKPc3NW9PGMbvxf3IbA/HNK6Fey0TT6HKyNUsufolLSlZ/SyH+mZ8b0u3Xm/k8ztYyp9XAy88J6Z7tSmxc0rB+OQM/J5QxZi0MvDfEGFgNvH/58Q+vrSHl/7iU67rNAu8//ei5K369zmUkvZu3+6Ft428tGHh7911dp7t+aQ4/N3r3XC0pjslHvvEUHvzsX7WW4Wwco2Lg5eeEfOf1NYifx/c/9E08+sh9rf/f8XNCWV/W1l6Aa3i3ycjgDK+6HcEZXnV9V8dvX8h3xZpzztwo775+xtFiNnOGVybxavhaXEpcVZO4jlf82ri0jD8Yy0T/4xKH1aU4/JyQ78kaOgsw8HY2umZXcA2vetRcw6ue7WZhV7wj1+Yp775xRpKfG8oab5zh5RpeZX1Xa1s/bvk5oY4xa71SgIF3G40Ivm2tXme0C7x8+1q+d6cX/fj2tXxjMQwMDYTWljqJfz7zo+fWdnPh54Z84/U1bAy8/JyQ7yuaPvvLF/HJuz/Wqmzj5wI/J+Qbs4bOAgy8nY2u6RXcT1NZ7o37Z4q1f/oTd6792p37a8rz3uzXweuNub+mssbch1eeZ6fS7daZ83Oik9rW3+d+3fL8WFoZAQZeZRxZCwUoQAEKUIACFKDANhVg4N2mHcPHogAFKEABClCAAhRQRoCBVxlH1kIBClCAAhSgAAUosE0FGHi3acfwsShAAQpQgAIUoAAFlBFg4FXGkbVQgAIUoAAFKEABCmxTAQbebdoxfCwKUIACFKAABShAAWUEGHiVcWQtFKAABShAAQpQgALbVICBd5t2DB+LAhSgAAUoQAEKUEAZAQZeZRxZCwUoQAEKUIACFKDANhVg4N2mHcPHogAFKEABClCAAhRQRoCBVxlH1kIBClCAAhSgAAUosE0FGHi3acfwsShAAQpQgAIUoAAFlBFg4FXGkbVQgAIUoAAFKEABCmxTAQbebdoxfCwKUIACFKAABShAAWUEGHiVcWQtFKAABShAAQpQgALbVICBd5t2DB+LAhSgAAUoQAEKUEAZAQZeZRxZCwUoQAEKUIACFKDANhVg4N2mHcPHogAFbnyBl149j2+ePoPvPPZ5eN3Orhr0w2efx4tn38ZXH7wXVoupY5lUJofPPPwtPHD/PThxdAK93LPjTXgBBShAgRtcgIH3Bu9APj4FKNC9QK9h8FqW6xR4i6UKvvLEM+gL+fCF++8BA2/3/c8rKUAB7Qow8Gq379lyCmhO4FoGVxG3l/t1CrwbO42BV3PDmA2mAAV6EGDg7QGNRShAgRtP4NJMBPc/9E0sLiXWHv7Tn7izNUsqfj15+gye/v6zrX/vD/tx+vEHMD4ygK3KieH0y48/s1bf+nJyA+/h/eN49Nv/o1X3oX1ja8siVmd4Tx7bj7vvvIMzvDfeUOQTU4AC10GAgfc6oPOWFKDA9RHYbMZVDLvR5eTaulnxukcefWot9G5WTgy8QwOh1tpZ8Uv885kfPbcWTnud4RVD9NceurcVaFfD+OrziX8WlzQw8F6fMcS7UoACN6YAA++N2W98agpQoAeBdgF045IAsdqNs6jdBlexrke+8RQe/OxftWaHuy23vintljSIs8xfevQpfP2R+zAQDjDw9tD3LEIBCmhbgIFX2/3P1lNAUwLtAqgYJp/4ux/g0S/ed8VOCmLwnJ6LtpY8bBVc1y+FWMX87t8+3POOCe0C7/pQfnBijIFXU6OWjaUABZQQYOBVQpF1UIACN4SAkoF3NYQOD4TWlkIo8QIZA+8NMZT4kBSgwA0mwMB7g3UYH5cCFOhdoN1sbjdLGtqV66YuLmnova9YkgIUoICSAgy8SmqyLgpQYFsLrO648Ogj9629aCY+cKeX1tqVa/d3q8sblFzSsHHfXe7SsK2HGB+OAhTYpgIMvNu0Y/hYFKCAOgLrtxLrZluy1adoV06cwf3U5x5be9An//tn8ff/8yeyTj3buNWZWPn652TgVWdcsFYKUODmFmDgvbn7l62jAAUoQAEKUIACmhdg4NX8ECAABShwLQTa7eaw8b6rSyGuxfPwHhSgAAW0JMDAq6XeZlspQAEKUIACFKCABgUYeDXY6WwyBShAAQpQgAIU0JIAA6+WepttpQAFKEABClCAAhoUYODVYKezyRSgAAUoQAEKUEBLAgy8WupttpUCFKAABShAAQpoUICBV4OdziZTgAIUoAAFKEABLQkw8Gqpt9lWClCAAhSgAAUooEEBBl4NdjqbTAEKUIACFKAABbQkwMCrpd5mWylAAQpQgAIUoIAGBRh4NdjpbDIFKEABClCAAhTQkgADr5Z6m22lAAUoQAEKUIACGhRg4NVgp7PJFKAABShAAQpQQEsCDLxa6m22lQIUoAAFKEABCmhQgIFXg53OJlOAAhSgAAUoQAEtCTDwaqm32VYKUIACFKAABSigQQEGXg12OptMAQpQgAIUoAAFtCTAwKul3mZbKUABClCAAhSggAYFGHg12OlsMgUoQAEKUIACFNCSAAOvlnqbbaUABShAAQpQgAIaFGDg1WCns8kUoAAFKEABClBASwIMvFrqbbaVAhSgAAUoQAEKaFCAgVeDnc4mU4ACFKAABShAAS0JMPBqqbfZVgpQgAIUoAAFKKBBAQZeDXY6m0wBClCAAhSgAAW0JMDAq6XeZlspQAEKUIACFKCABgUYeDXY6WwyBShAAQpQgAIU0JIAA6+WepttpQAFKEABClCAAhoUYODVYKezyRSgAAUoQAEKUEBLAgy8WupttpUCFKAABShAAQpoUICBV4OdziZTgAIUoAAFKEABLQkw8Gqpt9lWClCAAhSgAAUooEEBBl4NdjqbTAEKUIACFKAABbQkwMCrpd5mWylAAQpQgAIUoIAGBRh4NdjpbDIFKEABClCAAhTQkgADr5Z6m22lAAUoQAEKUIACGhRg4NVgp7PJFKAABShAAQpQQEsCDLxa6m22lQIUoAAFKEABCmhQ4P8DfpIiT0imKEQAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.tips()\n",
    "\n",
    "fig = px.density_contour(df, x=\"total_bill\", y=\"tip\")\n",
    "fig.update_traces(contours_coloring=\"fill\", contours_showlabels = True)\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "colonial-worthy",
   "metadata": {},
   "source": [
    "### Other aggregation functions than count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "scientific-appearance",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.iris()\n",
    "\n",
    "fig = px.density_contour(df, x=\"petal_length\", y=\"petal_width\", z=\"sepal_length\", histfunc=\"avg\")\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "intellectual-creek",
   "metadata": {},
   "source": [
    "### 2D Histogram Contour Colorscale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "unsigned-rainbow",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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FAONYvL+/X67QdnZ3obOjEz09vSifUw29MQvZ2blw5OZOCtxc6e6KiQRIIH0IjI5ExfDY2Ii0nR8e7Mf46AhGnMPIMhrhyHWgpLgY2dl25OXmyc97Xl5e+nSQLZ11BCh44zvkFLwK+VLwKgQYo+LCrrarsxMdQuB2dsrDas9BfmExCoqKUVRcgoLC4hg9jdWQAAmkMgEhgEdGnFIADw0OYGR4CKOjwxgdHkZunhDCJXDkZCM3N0+K4Lz8fLl5lIkEkkmAgje+9Cl4FfKl4FUIUEHxluZm1Dc04Gj9MWj1elisdhQUlUhxW1hcQm8GCtiyKAlkKgGxAux0DmN4cBCjziF5CEGs02miQtiRIwVwfl4+8gsKpIcJJhJIBAEK3vhSpuBVyJeCVyHAsyguXH81NjbiaEMDGuobUFhajqo5NZhTM1eaJjCRAAmQwEwJuF0uOIeHpBeJkaEhjDgH4RwahAphlJWVR22FCwqkvbAQwnSvNlPSLHcqAhS88Z0bFLwK+VLwKgR4huLd3d04JlZxG+oxMjKOsqpqKXCrqmvBsKrxZR+L2gOBgAxsMBUAwf+R1+K+3x9AJCKii/kRCYejoXzD4eh1KCzDAYvX8giFZbSwQMAnQxXLcMQqEaI4Grp46hqT93RanQg6HA35K8L1arXQiJC/Oo18rdVoodZErzXaaGhf4RlABPKIhvONBvRgBLJYzIb0rEP4IR4eHsLgQB+cg4NwOgfkWatRo7KyEjnZ2dKjREFhoTxzP0B6jnMqtJqCN76jQMGrkC8Fr0KAH1N8ZGQEBw8ewL59+2A021BQXIY51bXILyyK/cNY47QJCMEpfBF7vcK/qghIEA2wIXytuk+6Fv5WxX0RnlismkWFYzRcsVaISnEWr7V6aEUYY61ORohDJCLFghCxatXkWQpa9eR9lTyLLzqRcATC64YQw+IsykZP0fsiSlj0PmToXXnI8L1ToX/FvWio34gIARwOQQTVFcEVAkE/QidC+fplOF+NViMDf4h2n4hYp9PCYMiSgUHEJqmpyHcykt1UdDuDCPUbDSgiopQxZQ4BMbeHhwYx0N+LocF+OAcH5DkvNxcVFRXIy8tFUWGRFMLCtzATCZyJwGwRvD++/0l8uK8e933vm8ixRz8bO/fV445vfE9eL1lQ/VfvnYnbdN+n4J0uqVPko+BVCHCyuFjdi4rc/Rh2jqJ2/iLULVwsXYMxJYaA2Ogj/J8KUSvcQMmAG6Mi6EY02IYILJBbUCRXXfWGaJhZQ5ZJRoQzTp4NIvys0STfE/cyJYmoeMGAH8FgAGLVWohgEY1MhOMVkclExLGgjFIWPcuVa3EvIKKWiXC/IlKZbzIYSZSdaTIIidlkkpH0skxTAUvM0m5U+H3mrxjpN4OECBZHX28PhsWq8NAAgDBKiopRWSmEcD6KS0qkT2EmEjiZwGwQvELsPvTHzX8lapvauvFv9zyA//zXL6OmsgTPbn4HH+w+gv/45y8iyxi7sOUUvAo/bxS8ygA2HjuGA4cO4fDhI5MidwlKSsuUVcrSH0tAfKkYdQ5jVLpuckofpyLghgiw0dfXC73eCJPFApPFhiyzVfomlsE2LLYTwTeIVhkBsSoeDdU7GbJXhu51w+/zwOfxyvvClGN0ZBge94RcVRargyJkr9UiQvZaYRZjdCIQihgfCmNloxL/0uJXkIH+PjiHB9Hb3YnBvl451qUlJSgpKUF5eRmKi0sYUCP+Q5HST8h0wSuEbGtHLzasW4of3f/kiVXcqfvfuutWOT4fFcCxGjQKXoUkKXjPHqCIsLRn9258uHMncvIKsWjZKlRV15x9RSzxVwSEyYHwTSpWZ8VOdBHyWAjakdERjI6MyhVXYS5gttphsWXLw2rLhs2eLQUtbQ9Tb0KJlWMZrndiQobndbvG5dnvcckV93AoiJHhARm6WgReyLbb5XjKEL02uwzhK87CxIIptQj4fD709/agv68XI84hdLW3IhTwo6y8DOVlZSgrLUVpWRlMpsz5pSS1RiD1WpPJgvfkVdtD9c1/JXjFqq9IU4LXOTqOu//lJ/jHu27FmuXzYzZQFLwKUVLwTh9gQ309du/ZjY7ObsxfvByLlq6Qq1VM0ycg7AZHJ6NPjU062RertULYishUQsw68gqkTay4FoLWckL00IZ0+qTTK6cMzzs+Jk1SXOOj8IhQva5xec89MSbtmUU43vyCQuldQITntec4YLdnw56dQ9OJFBlusfrf29ONvt5uKYbFKn8o4ENFeTkqKsqltwixIsyUmQTiIXiNiz6fFFjew4+ceK6wz33qxbdOmCiI1yev8ArBW1VehBuvukCWoeBNypCd+aEUvKdnJDYG7fhgO/YfOCg3oNUtXiY3oDGdmsDExDhGhoWv0CFMjI9jcGAgulLrHIZGp4PFYofFLsRsDrIsdljldbY0P2AigY8jIDxljI+PSvErgjG4ZHheJyaESB4bkTbDwqY0OydHCmBxRK8dMBgMhJpEAuKLbU93F/p6utDf0yXtgufOnYvi4iJUVFSivKJCbqRkSn8C8RC8+tV3JgWMf9dDJ54rVnf/1/cf/pt2TG1O+83jr8j3uMKblKGa/kMpeD+elfC0sH3bNuzctQtLVqzFstXr6LfyJFRi45Ow5xseGpK+P4UY6evpk5tdtAYjbPYcGSnOmp0Li9UGq12YHuRILwFMJBBrAi4phEelXbdYIRZiWKwOj40MQ6/XIS83H468XDgcuchx5CEnN1eaSzAlnoBYrRerwF0dbejr7pA2wbkOB+bW1qKsrAyVVVX8W5v4YYnJE+MheLNu/IvwjEkjp1mJ59lTC+2PrvDShneaUJOdjYL3r0ego70d2z/YhvbObixZuRZLl69O9hAl9flid7/w3ynCmwph29/Xj8HBfrjdHrl6ZrU7YBU/LefkSdtLW7aDEeKSOmJ8+EcJCHMJsdlR2JlOjArbcCfGnUPweT1w5OZKN1w5IkRvfoH0qpKbl0+ICSYw2N+H7u5OaQfc09mO7GwbaqurUVU1B1Vz5nCVPsHjMdPHzVbBSy8NM50xCS5HwRsFLsL8btu+HWMTbil0a+bWJXgkkv844b5roK9XrtKKgBliV/b42Diyc/OQ7ciDzVEg7SaFKDBbbMlvMFtAAgoIiC9zYgVYCOFxp/AqMY7Bvh4ZqjcajSwfufkFUgCLQ5hJMCWGwOBAPzrbW9HV2Y7h/l5kZ9sxr7YWtWIVuLw8MY3gU86awGwVvAIU/fCe9XRJfIHZLnjFiu7rW7fCHwLO2XAxCmZJcAghbvt6uuUO6x6xyaSnFyqNFtm5+cgrLJGrtzl5BXLVlokEZhuB4aEB6X92zDmEMeegFMFe9wTy8wuQl58v/044cqNnepCI/+zo7elCe2sLutqaMTzYj4WLFqFmzhzMq6uj+UP88U/7CbNF8E4bSIwz0kuDQqCzVfCKFcytW7di3O3F2vMuRGl5hUKSqVtc2MyJTSM9XZ3o7upEV1cnwhEV8gtLYHPkyWAMefmFGRVoIXVHgy1LVwJiRViI4NHhQbjGRzDU3yPFV5bRgMKiYulBQh6FRbBa+QtIvMZZ7B/oaG1Bc9MxtDc3Ij8/D4sWLkRdXR3y8vLi9VjWOw0CFLzTgKQgCwWvAnii6GwTvCLi1uZXXsHgkBNrzrsQlXOqFRJMveJC4Ha0taKzow2dHR3o6GhDXkExHPklyC+KHvSIkHrjxhalJ4GJ8VEM9fdhbFjYuYsQvf3Sv3BRUbEUwnkFhSgqLuGvJXEa3p7uTrQ2N6GlsR4GnRZLFi/GwkULkZ9PW+w4IT9ltRS88SVOwauQ72wSvG+++QY+3L0XGy6+DHNq5iokl1rFezo70N7eitbWFnS2t6OwtAL5xeUoLqtEQRH9XsZitERgDBGKVzjcF2F3hassEZZXnEXI3pAI3yvOoZAM3RsKidfRQ4bzDQah1mjg9XoQjkRkRDIgAlFvJCIuI9LfbPQQ9yLQaLTyWqVSQ61Ry+Aa8lqc1dHz1KHXGQAVoNPqpGcCrVY/edZJ7xjy0Oqg0+nlxkKd3iB/jpcBPVSqWCBiHZMExIY4sRFrbGQQQ30iRG8vQsEAiktKZVjewqISKYJFiGam2BEQtr/Hj9Wj5Xg97DYrFtbVYdny5Qx+ETvEp62Jgje+oCl4FfKdDYL3eGMjnn3uOdQtXoG1556vkFhqFBcCqqWpES3HG3GssVEGa8gpKEFJWSWKSrmp40yjJESmiPglDhEaVwTE8E5G/xKhiidc4/B5vfD6RLhcIXK9CAVD0Oj10BkMUdGoN0BnNECt1kKt1UobaCFQVRpN9LVaA402ek+c1Rpt1IOFSjUpMKNnIVyjenPy9eS9qdfhcEiKYymMpTg++ToqnMMRIZ6BoN8/Kbyj55AQ3sEAIqFg9BwMISxFeRAIh+EVUc+8Huj1BhiF+DVmRY+sLJiMJhiMWTCZjDISmslslSGBxaGj39QzTbG/eV/Ms4G+Hgz292CovxfD/T3S/lSIYOGLtrCoCEXFpWddLwt8PAGx+fbIwf04duQgKsrLsGbNKsyfv4C44kiAgjeOcMW/EBGxDMI0YwKZLHg9Hg+ef/55jLl92HjZ1WkfFU1EMTpWfxgN9UfR2dWF0vJqlFTWoHxODQwGhl6d+hAIYRgNSDAK8XOzCFUsrt1ej3RJJcWtzwddVhb0xixoDVnQZZmgMWbBYDTBaLZAq9PLFVAhbuW1OGsz14ewWLkO+Lzw+6bOXimE5Uq2V1y7EfC44fO44He7oFapYLOJwA525NgdyMnOPuFrWXjy4Irx9P4ki6AMA33dcA4Noq+rDc6BXpSVV6K8vBwlZWUoLinjKvD0UJ42lzB5aG48irbmRqxbswarVq+WkfuYYkuAgje2PD9aGwWvQr6ZKnh37dqFLa++hgsvvSqtXYyJlVwhcuuPHEZXdzcqauajsroOxWWZu8luOlNa+FYdG3FGAw24JjA0NIjR0RF5CEFrsFhkZDyjxTp52JBlscKQJVYtTdAb+QVhOpxPlScY8MMjwgGPjcA9NiqDPfgmxhH2+zDS3wu73Y7snFzkOvKkLaX0+pGbJ1eMmU5NQKzf9HV3oq+nE4N93fIQfoILCgtRXl6B0opKbohTMIHErzYH9+9F/cG9qKwow4rlyzF33jwFNbLoyQQoeOM7Hyh4FfLNRMH7xBNPIKI14sJNlyukk7ziwlzhWP0RHD16VArcitoFKK2oSl6DkvBk8ROw8JEqhK1YsR0Y6IdT+k0dhkqrg8mWA4PVBrMIHyt+crcKUWtDltmShNbykScTkKF/xZeRUacUxuNDfXCPDMOg1SEvrwAFwsdtbmHUz21+IeGdhoBwiSaikfWLo6cdOq0W5RWVqKyslKvBNq5Uzmj+iI29B/d+iLGRIZx7zjk455xzZ1QPC/2FAAVvfGcDBa9CvpkkeHt7e/Hwb36D8zdegbl16Wer5XG7cXD/HuzZvQt2RwHmLlqGssoahSOc+sWFyYF09zTixMBAL4ZEuGLnECIRFbLs2ciyZcOUkyuFrNmWDbM9O6PNC1J/xGbeQmEzLKKcyUO493IOYmJ4ULrzKiwokpu5RJAH4VVE2jsz/Q0B8Xnp7epAT1e7jBwnzE1ERLI51dWoqJyDLJOJ1M6CgDArObB3Fw7u3YmLL7wQ52/YAB1DoJ8FQQreGcGaQSEK3hlAO7lIpgjebdu34cNde/GJWz6ddo7ghVudPbt2oqmpCbULl6Fu0fKMdBsmwxSLTTuD/ejv74XYUS2utWJjVHYubLmFMFossGY7YLFnQ0e7ZIWf7vQpPiq+8AwNwDU6grH+LowNDSDbno2iohKUlJYhP1/4ty2hbfDHDKkQwD2dbTIsb193G+w2G6qra1BVXY3KqsxzuxjPWb3zg/exd+c2nH/eebj44oulBxSm6RPgCu/0Wc0kJwXvTKidVCYTBO+TTz8NldaI8y+6RCGNxBbv6mjH9vffxbjLg4XL11GC1pwAACAASURBVKEyw1ylRXek96Kvtxtd3V3SHMGSWwBrfpEUtLacPFgduVytTey0S5unjQvzlQHh33YQo/09GB/sQ2FhEYqLSlFcXCIFsLALZvprAiIYRldHKwZ6OtHZ2oSauXNRWzsXc2pqYbPZiWsaBPbv3YXtb72OTZdsxAUbLphGCWYRBCh44zsPKHgV8k13wfvLe+/DKhFAIo1WMkSUoG3b3oXXH8LiledmjG2uCMfa3dGK9rYWtLe3wWTPhik3H7a8QuTkF8Gak6twtrL4bCcwMtgvRfDoYC+8I054xpzSk0FJSdSjQUFRKfR0mXZimsggNK1N8uhpb4HRaMD8BQswp7oGpWV0X3imz9O2d99CW1MDrrnySsyr4+a2M/Gi4D0TIWXvU/Aq45e2kdbEH/Lv/+CHuPL6W2Qoz3RIwkZ166t/RiCiQt3iVWnvL1e4/xIO3pubGtHW1gK1wYicojI4SsqRX1ohgywwkUA8CQhvEcN9PXD2R4+Q2wWDVivNIMpLK1BYXApbdk48m5BWdTuHB9HT0YqW4w1wjQ5jXt18zKurQ3UtxdypBtLr9eL1zS/AYtLjk7fdRrOa08x4Ct74/jmg4FXINx1XeIV/3Xu+91/47Jf/ARaLVSGBxBR/643XUH+kHqs3bEJZZfra1YkvGsKf5fGGejQ2NSC/sha55VVS4NLlVGLmEp9yegLCBEKK4L5ujA/0wpxlhCPbId16FZWUI68gPb4gx3ucRTQ44Ze2vaURXa1NWLx0GWprazFv/kKKuo+BLyK4vfXqy7j9tltROzezInXGaq5R8MaK5MfXQ8GrkG+6CV6Xy4Uf/+Rn+OJXvpEWGwqOHj6El196HivWXYBFy9coHK3kFRcbYo4eOYD6+sPIr6xBQVUtiqtqk9egBD7Z53HLIAziLERCNEiDD34ZWliEDA7IaxExTQRpiCAiwwSLFXCRRMAKkWcqLPBUSGCNTi8iAcNg0Mtd4XqdTkZk0+r1fwl8MRn8QgbB0Bu4aj6Dcfd63Rju6cJwbxfG+3ulGUR1zTwU5ReisKRM/tLCQBlAe8txNB87go7mBsytm49FixanpbebGUyRsyry4jOPo6qsGJddnr5uL8+qw2eRmYL3LGDNICsF7wygnVwknQSv2+3GL+79FT77pa8o7HViir/03LMIqnVYe/6mtBDnH0fl6MG92LP7Q0SMWSitW5yRIlf6ixWR2MbH4Bofw/jYCMZGRxEMhqXnAI3eCLXeCJXeCI0+C5osC8IRFTRaHdTyEKGDo9dR4aSK/qcSIYNVgNjpLUMDh6QQluGBxYEIwsHgZKjfgDyrwkEgFEIk6JdHOOhD2C/O0Wvhb1ijUsGYZZIRuLJM0TDARpMZekMWDCYTDFlm+b7BZE7beRfPT6gIuTwsgjr0dGKsvxejfV1y5beyvFKaQojr2R46ufV4g/wlp6P5GJatWIm6+fMxp3p2fMGdztwTbsw6mxtw5513Tif7rMlDwRvfoabgnSbfprZu/ODex3HP//wycux/MQNIJ8H73X//d/zd//h2yv8j3t3ViacefxRrLrgM1XPTzx+wyzWOfbs+xJ69O1BUuxBVi5ZLV2HpnsSKq7O/F2PDAxgeHMRgfz+cg/3Q2x2AxgC10QJtlhUGsw0Giw16sxU6Q2pFBguHQgj6PAj4PPIc9HnlEQkFEHSPI+RzI+T3ICzOPg9sjlxoVBGYzBZYLBbpy1iI4yxzNOqc0WyG0WRJ+c9UvOeeEMDCDGKouwNjAz3IyXGgqqoWpcUlKC4tl18gZmsS4rex/gCG+3qxbNlSLFi8RPpLnu1J/J3f8vyT+NrXvgarNT1M6+I9ZhS88SVMwXsGvs7Rcdz9Lz/BwaPNWLKgGvd975tpKXh/+ct7ccGlVyOvILWjMu3Y/h6O1jdg09W3pN0qkfCTu+3drWju6EBeVQ2qF61IayEkzAiGerow1NuFro4ODPT2IMtRBLU5G3pbLkz2XJhy8qDWZG6Ag6DfC7/HhYDHjYDXhaDHhbDfLVeSAxMjCHndCHpd0dViswX2HAf0egPM1qg4FsLYOHnWziJn/KND/Rju78VAVzvG+rphMZlQUVWDMuERorQMFuvsc+/l83lx/OghtB4/AoRDWLFiJRYsWjKrA134fD688NQfcOvNN6GoiLbhFLwUvPElMM3a03mF98knn0RhRXQzRSqnzS8+B4PFgUUr1qZyMz+2bbt2vI9tH7yD2lXrUb1oedq1f6rBIoJXT2sTurs60NvVBUNOEbQ5RbDml8CaV5y2/Yp3wwNed1QYi7N7Qh4hrziESHZDo1Yh6J2QK8UmiwVmESDEaoXVZofRZDoR0lmsGmdiEj6BxSrwUE8nRvu6oVOpUV1Ti6KCYhSVlMKRV5CJ3T5ln0aGh9Da1IBjh3ajsrIKS5evmNUmD0/+/iFcf81VqJozZ1bNg492loI3vsPPFd5p8k1Xwfvmm29gzBPC2vM2TLOnycn2h98+iOqFK1A9b1FyGjDDpx45uA9vvfUqiucvxYLV582wluQWEz9Fd7Y0ouV4I3whFUyFlbCV1sCck5/chmXY00MBf1QQyxVjV1QUB7wITIwi7J1A0OsGgj6YrTZ5WG02KYrFtVglFmGhTVZbWv9qMDWknolxDPf3YLC7U5pA+F3jKC2tQGmJCIpRKj1BzBYziLamY2g8egDjzkGsWLkKS5atkF+IZlt67sk/4Lqrr0Rpaels6/qJ/lLwxnfoKXinyTcdBW9DQwM+3LMfl1x53TR7mZxsv3ngfqy+4DLkF6bPCqL4efL5Zx+H2urA/LXnSa8A6ZS8bhdaGw6j/tBBhIxWGHJKkFM6B0Zrdjp1I+PaKmyM/e5xKYrl2TWBgHccYWFK4XPDPzEixZDNng17Tg7s2dkw2+xSDJvt2WkbdU/4Axb24WIVeGygDxND/TDotMjLK0BJsTCBsMJmF/3NkV8AMjG5JsbRcHg/etqa4MjNxsqVa1A5J31dMM5kjB7//UO49YZPoLRsdopeCt6ZzJrpl6HgnSardBS8/++ee/CpL9wNg9E4zV4mNpvwSfuzH34PN3w2ddv4cUQajh7Ca6+/gpWXXgdHGol00ZfulkYcO3wQ3d19sJTPQ27VfIrcxE57xU/zucbhmxiFd2IUvokxhDyjCLrHEHSNwWA0IDevEBabBQ5HrozOJw5hT5xuSXwpEyY2Y84hTIwMwz06CojNhR6XDIgxp6oatXPnI8tkTreunbG9wr/vscN74XWNYdWqNVi6YhW02sy1lT8ZyPNPPYZLLr4QtbU1Z+SUaRkoeOM7ohS80+SbboJ3y5Y/I6TJworV66bZw8RmEzv+f/qDe3DrnV9Pqz/km196FmOBIJZfdEVigSl4mlg9az60Dwf27oY+twLmkjnILq5UUCOLpioBuTLsGodnbBjesWEEXU4Exp1Qh4PIduTBkZcHR276C2HnQK80h+hrOYaivHwsWrgEc+cvRqZtDBwbHUHDwT3o6WxBVWUlVq5ak/Ibj2Px2Xjq0d/ipuuvnXUrvRS8sZg9p66DgneafNNJ8Pb19eGPTzyF2z73pWn2LrHZhNh94N7/xvWf+fvEPljB07q62vGnpx/DgvMvQWl1eoQRFRGzjh3ci8ajR2GuXISCuUuhM2bmpigFQzsrigr7Yc/ocFQIjwohPILAxDCMBgNsVhvyiwrgyC9Edl4BLPb0CiUsvIgMdbahp/4g5s2tQ92iZSgpz7wvdMeOHEDDwd0wm0xYs3Ztxge1eOw3v8ZnPv1JFBbMng2NFLzx/XNMwXsGvie7JZvKeuftV+Fbd90qX6aiH9777rsP6zdeifzC1HTzIswYbrrjq2mzsrtv7y4cbKzHiouvTAsbSSEADu/egaFxL7JK5iG/Ov18Gcf3zx5rnyIghLBruB8u5wB8o4Pwjw0i4nPJTWP5hYVyNVGIYGEWkQ6pu7kB/cfroQ0FUDd/EeoWL5du4jIp9XZ34Oj+3dLcYcmSpVi1dl3GRrr77f0/x1f+/u9gt88ON3YUvPH9pFLwKuSbaoJ354c70dY7gPUXbFTYs/gU//Uvf4ZN198OsyU9Np68/dZr6He5seS8i+MDJIa19ne24dDuHXC6A8iuXUGzhRiynU1VhYIBuIcHpAj2jAwgOD4IBPxw5DpQUlaG/KISOIpKZKjmVE3usVF0HzuE3sYjqKmeiwVLV6KopCxVmzujdnlcLhzc+yEaDu7C6jVrsWrtObDZMk8YPnL/z/HP//QtaDSaGXFKp0IUvPEdLQpehXxTTfCm8kY1ET1t0eoNaeNz84Xnn4I6Jw+1S1YpnCXxLd7X0Yp9O96HK6SFY+5KWAsYxSm+xGdf7SKU88RgL8YHe+Bz9sI33Au73Ybi0jLkF5cgt6hUeotIxdTTfAzO9iaEXONYvHSlFL+Zlg7v24X6A7tQXVON1avXpuyvezPhPuIcxpYXnsI3vv71mRRPqzIUvPEdLgpehXxTSfDu3bsHh481Y9Pl1yjsVeyLv/LS87Dll6GmLj387P7+dw+gdPFKlMyZG3sYMapRuHDas+0djAbUyJ+/BmbH7LF1ixFCVqOAgLAJFgLYO9wLv7MPWgRRVFqG4rJy5JeUp5wZhPD40N1wSB7Llq/CwqUr5Ua+TErCp+/+XdvgyLFj/fkbUJwhq9rNx4+hrfEwPnX77Zk0XH/TFwre+A4vBa9CvqkkeP/75z/HpqtugCM3tf6I7/zgfQyMuLDynAsU0o5/cREe+IFf/RQrr/gE7LmpKSDFZrR9299F/6gLeQvWyShoTCSQbAIiqIZcAR7uh2egHdpIEGWVlSgur0R+aQVSKYpc25EDGOlohlmvw5Jlq1BZkx4bUac7xh2tTTiwazvMWXpsuOAilJZXTLdoyuYT/45YdMDGTZtSto1KG0bBq5Tg6ctT8CrkmyqCt/HYMbz53nZce+NtCnsU2+Ktzcexd99BnLvxythWHIfahNh9+MFf4txP3A6dIfV8Fwd8Xuzf/i6a2zqQu+AcZJdk3k70OAwrq0wSAeEibayvA96BTniHumCzWlBeWSXFb0FZZUpstBroakd3w0F4nUNYsWI1Fi5bnTabaaczrD2d7ThyYBd0qjAu2rgJBWnmN/yjfXxt8/NYsWSB3KyXiYmCN76jSsGrkG+qCN7f/PYRLFqxTv6DkirJ6/HggV/9Ard84Wup0qRTtsPn9eChB3+JjZ/+u5Rs69HdO7Bv14fIXbwBuZWpa2aRkvDYqJQg4B4dwlhvBwJDXfAMdqG8ulq6DyuurEGWxZrUNopQx21H96Or/iCWLV2BxUtXIduRHp4ppgOuq70Vu7e/hYK8XCl8s3Mc0ymWknmefvRh3HrzTSgsLEzJ9ilpFAWvEnpnLkvBe2ZGp82RCoJX+N198pk/4eZP3aGwN7Et/shD92PNRVfBkZsf24pjXJvX58UD9/83Lv1s6vkF7mo+hu1vvg5j2XwUL0rNICIxHg5WN0sIjPZ1wtXbAk9fG+xWM6pqalFUWQN7kv9etDccRufhvSjMzcWylWtRVjEnY0ak9XgD9nzwNubOnYtNl14OtVqddn0LhUJ4+Jc/wv/+3/877dp+pgZT8J6JkLL3KXiV8UsJP7ybN78MtdGGZSvXKOxN7Iq/8foWqA02zF+yInaVxqGmgN+P++77CS773N1xqH3mVU6MjmDXe2/B6QOKl50PnSFr5pWxJAmkOAHhAm2spwXe3lboVSFU1c5FSVUN8oqT50pMeD/pOrIfKr8Xq1avw7yFmfMzev2hfdj53uu45NLLsGLV2hSfHX/bvLaWZhw7uAuf+9zn0q7tp2twPASv8YrvJ4WR98/fTspzT/dQCl6FQ5IKK7z/9V/fx82fuRMmc2rElG9pasT723fgkmtuVkg3vsWDgQDuvfdHuOxzX4nvg86y9gM73seRw0dQtPJiWPOKz7I0s5NAehPwucbg7GyBt78VofFh1M5fgIraecgrKU9Kx4R3h7ZDe+EZ7MOSxcuwZNW6jPEJu+Od1zHQ3YbLrrwKFZXptZK97Z03UZBjwYYNG5IyL+Lx0HgI3oIr/jEeTT1jnf1//tEZ8yQ6AwWvQuLJFrwd7e144ZUtuPG2zyrsSeyK//QH9+DmL3wtpTd/BAIB3PfLH+Kyz/9D7DqusKbezja8s+UVmMsXomhhavv+VdhVFieBaREQkeCG25vg6jkGtXcCcxcsRMXc+bAlwZ1YIOBH64Hd6DyyD8uWrcSyVevSJoDO6WCPjTixb8e7sJgMuOra66c1LqmS6enHHsEN116FsvLkfBmKNYd4CN7qb22OdTOnVV/zj6+aVr5EZqLgVUg72YL3lc2boTJaU8acYfMLf4K9sCKl/e2Gw2E89OAvsOGW1LF5fm/rq+jqH0bF6o3QZ6XGSr3CjwaEWAn6vQj6vNGz34egzyPPwuNEMBREyOuFGI9wJCLPkUgEkUgYkOfotSocQQRhaHR6REIhubqmVmuh0oqzRr5WifPka5V4X6OVh0ark+XUk+e/ej15T2k/WT4xBITXh+G2Bri7G2ExaDF3wSKU1c6H0ZT4z0vbkf3SzreqvALLVp0rQzCnezpefxgfvPUKrrvhJsyrS49w5MKe96Ff/BDf/e530x2/bD8Fb3yHkYJXId9kC97v/+AHuPH2L8BssSjsifLizccbsXf/QazflHrf7E7u3a9/9VOsvfa2pPxD+VHKnS3H8fpLL6Bk9SbkltcqH4QE1hAOBeEZc8I7PgLXyDAmRobhdbvkPb/XA6g1UGkNUOmih3rqWquHWmeAxmCESqUGxAFEr9Wq6BnirALUanEl3pT5IuGgFL2RSEieEQlPvp46T90PAeEwEPIjHAxAFQ7KsyiPYADhUAAR8ToUlKJYazRCp9NJd3Q6nQF6o1EeGp0BWr0BGr0BWtFmcRavp+7r9AkkzkdNEXCPDGKkvVGK38KCPFTPX4jyuQsT7uqsu/kYBpqPwqrVYcWa81Bclt7+bsWXzre3vACjTo0bbr41LSZcJtnzUvDGd8pR8Crkm0zBK80ZNm/BjZ9MDXOGX/zkB7j29i/BYEzdDVaP/eEhzFl7AXLyk78i8/5rr6B72IU5514OVYrvlhYBBURkLfeYE+PDQxB2jT63C2qTHaosG7RmO3TisGRDq8+CWi/ErErhpysxxYUQFgI4HPAjHPBFz8HJ66AfqpBfCmchkMUZQb9cPQ64RqSI1uqNUgRrdXpoDUYpjHWGqDAW7+kNenkWIlmj158QzmLlWYhtJmUExvq7pLeH8dYj0uShqm5hwu19B7ra0HVoL7LUkMK3Yk56fXn96AiIiG3vvPYiPvmpz6C8IvX9fe/Y/g6Kcmw455xzlE2mJJem4I3vAFDwKuSbTMG79fWtCGmNWLI8+fae77z5OnwRHZasTF3XWS8+/xQsFTUorkruP0bCVveNl55H7uL1yKuar3AGxqe43z2B0d52DHS2YrirFTpHCSJqPZBlg86cDb0QtlnJ/1UhPr0/u1pDfh/CwZOF8kmCeVI8hwI+KZTlqrI8+xEW4jkShk4vBLLxxNloskKr08KQlQW9MQtaQ1ZUVIs84tpglIKb6W8JDLXWw9XVCG1gAvMXL0NpbR1MFlvCUA339aDz0B6ofR6sXHsuquemh2nAqQD9+U9/RE11JTZcuDFhDGf6oEcfvg9fvOPzcDjS18cwBe9MR3965Sh4p8fplLmSKXjvu+8+rN94JfILixT2Qllx5/AQnnzij7j+9i8pqyiOpd9+cwtcuixUL1oex6ecuerd772F9j4nSldeJG1LUymN9nZIgTvQ0QoRiEOTU4KsvDJk5ZdRYMVpoCLCflmuJguR7IMQxpFgECGfB6GAF2G/F5GgEMvivg8R8X7AC41aA50xC3pDFgxmC/RGEwwmEwxZZuiyTNAbo2ed0Qy1RhOn1qdutcLTgzB5cHXUIz/PgZoFi1CeQPE5OjSArkN7AK8LS5evQe38RakL6wwt27dzOwa6mvGpz96R0t4pBgf68faWF/HVr6bORuSzHXQK3rMldnb5KXjPjtff5E6W4PX7/fiv738fX/rqPynsgfLiTz/xR9QsXoXi0tS0X9uzczvanU7MX3O+8s7OsAaPawKvPvc0tEXzUFS3bIa1xL6Ys7MZXU0N6G89BrW9EMbcUilw9Zac2D+MNcaMgLCfFmI4JI6AFyGvGyGfG0GvGyrx2u8BAh4pnDVaLQwmixTDepMZRrMFZqsNRrMNerMFBpM15b58xQwUgLG+Tox1NMDVdRx1S5ZiTt1COApLYvmIU9blGhtF+4Gd8A71Y805G9JW+A70duP9rS/huk/ciJLS5PlGPtOgfbjtXdhNWlx00cVnypqS71PwxndYKHgV8k2W4D3e2Ig339uGa264TWEPlBVvaT6O7dt3YOPVNymrKE6lmxrrsa+hAYvWJ+8PYMvRw3j/3XdQtf4aZNmT/3Ob2O3e03gQ7UcOIGLOhbmsDll5pWljcxunqZKx1YpVYyGG5aqx8JLhdSHoGUfY60LE70bY54JGrUaWxQajxSpNAEwnBLEVBostIwKfCK8fgy31cHXWwxDxY96iJaisWwRDlinuYy+Eb9v+D08I37kLFsf9mfF4wCvPPooVy5Zh+arV8ag+JnU+/rsH8anbbknL0MMUvDGZAqeshIJXId9kCd7XX38NnpAWq9edq7AHyoo/fP+9WH/ZJ2BPwdjsw4P9+NMLz2D9DZ9W1kkFpbe/+Rp6RjyoXLNJQS2xKTrS3YaOhgMY6u2BoXgerBXzodEbY1M5a0lrAlIUe1wIeicQFGchiH0uIBxAcHwYGlUEJlsOTPYcmG05sGY7YLDaYbRmp+XGO+FZxCntfRtQVlGOObXzUVI9N+5j6B4fReu+D+EZ7Me68y5IyxXfD95+FUadCldcdW3cec3kASPOYbz6wlP4+te/PpPiSS1DwRtf/BS8CvkmS/A+8MCDWLX+IhSXJO/npcMH9qGprRNrN1yikGJ8iv/0R/8frvji/4hP5WeoNeD34cXH/wDr3NVwJNnd2EDLUbQe3gtvRAdTaR1MBalpepKUgeJDp0VACOKgawwB12j0cI8h4hlD2DMOQ5ZRimBLtgNWRy6ybA6YsvPk5rp0SCO97XC118M/1IV5i5egqm5R3ANbCOHbsm8nAiODOHf9RaismZcOqE608diRA+htO4Zbb/9MSrZ7947tMKiDuPTSS1OyfadqFAVvfIeLglch32QIXuEr8f/8n/+Lu77xHYWtV1b83v/+Ma68+fPISoLj9zO1/A+/+zXmrb8k7v9wfVw7+rra8erzz6H64pvkCliyUl/TETTt2Y6ItQC26hXQmuhVIVljkcnPFSYSgUkxHPK6EBofQHBiGFqtDmZHPqw5+cjOL4DVkZ/Uz8OZxkAEShlqOQp3VwNys22oqp2HqgVLzlRM0fvjI8No2fMBtH4v1q2/CKUVVYrqS2Rh8Qvaq396DF+++6sp4Qf+o31/+dkncPUVl6K4JDH22rFgT8EbC4qnroOCVyHfZAjetrY2vPHO+7ji2hsVtn7mxQ/u34PG5nacd/EVM68kTiX/vPk5aPNLZBSmRKcju3fgUEMzai64LtGPPvG8nsZDOL5nO1T2YthrV0BrTHwkqqR1ng9OGQJCCPvHhuEfjx6hiWHA74IttwD23HzY84thySuEyZ6bMm2eaohreACjbUcw3n4UdYuXoHrBUuQUxM8bjnOgDy17tsOi02Ld+gtRWFSackw+rkHBQADP/uHXuOnmW1Banlq/HA329+HdrZvxlbvvTguWopEUvPEdKgpehXyTIXh37vwQTW09uPCSyxW2fubF7//lz3DJ9benXCz53cIjw7ATC9Ym3iPDe69thjOoR8mS5NhV97c14tju7YiYcpFdu5xCd+bTmyXjRCASDp0QwSJwR3CkF/C5YC8sQU5hKRxFpbDmp9aKnIikNtFxFHazAbXz5mPOwqVxogMMdneg8/AeOExmnHvBJlht9rg9K5YVv/LsY1i7ZjUWLYkfm5m09903XkVVaQHWrkuPgBQUvDMZ5emXoeCdPquPzZkMwfvyyy9Ba87B0iQFnDh6+CAam9tSzna3vbUZ2/bswvIkrDq/8tSj0JQuQm5F/De+fHQiighoR7ZthSukhWPhudyIpvAzzeKJJSD8EHuH++B19sE30ovQ2ADsBSVS/OYVl8GSVyyj1iU7uUeG4Gw5jIn2o1iwbDmqFyyRK9XxSL2tx9G8exvm19bhnAs2QZ3ikRgFg+1vbUFxQR7OOW99PJDMuM4Hfv5D/Ou/fEeGDk/1RMEb3xGi4FXINxmC96GHHsaydRtQWlausPUzK/67hx/Aqg2XITcFwvNO9cDrcePBh36JSz5918w6NcNSYnPas488iKK1V8KSm/hwxcc/fBudbc2w150LoyN+P7nOEA+LkcCMCAjxKw6/sw+qgAtmswVFldXILa9OCTvggeOH4O44ily7BTWLlqCspm5G/TxTobYj+9Gy632cu/5CLFudnF+OztTGk9/ftf1tWAxqXLQxdTaLHas/goGO47j5llvPpitJyUvBG1/sFLwK+SZD8N5zzz24/Qt3w2BM/C7ors4OvPbaa7jihk8pJBfb4r99+F4s3ng1LPbEBUxwDvbjpacex9zLPpVwP6W9x4/g6PuvwVS7BrbKhbGFydpIIMUIeId74e5vR2CoE0a9BgWVNcgvq4a1ILnmD+NDvRhvOYiQsxcLl69E9eLl0MYhgmLj7m0YaqrHBRdfjup5qR2u+ODeHQh5xlLKbdkLTz+GyzZehDnV1Sk2s/+6ORS88R0eCl6FfBMteCcmJvCLX96Lz9+VHHdbL/7paeSV10q/lamSXv3zi0BOHirmJS58Z393J959930ZTCKRKRwK4eAbL8ClykJ23ToGi0gkfD4rJQgIjxDu/jYEhjsB1wgKqqLi11FRm7T2gnzFWAAAIABJREFUBXweOJsOYLz1MGrm1WHeslWw5sR2M54I9922bwci46O44JIrkePIS1p/z/Rg4bZsbKAT11yfvI3VJ7dxbGwULz/9KL71rW+dqelJfZ+CN774KXgV8k204G1pbsaWrW/h+lsSv8Lqcrnw+KO/x9W33qGQWuyKHz64F4daWrAsgb6AO9tasO29bai58BOx68g0ahrqaMKBNzfDvnSjjIzGRAKznUA4GJArv8HRPvh6GlFUPR9Fc+qQXZo8917DrUcx0XoIBbnZqFu+WtohxzIN93fj+Pa3UDunBuddmDqmAx/t476d22DUhHHRxtTw075zx/vINRuw/vzEb2ie7vhT8E6X1MzyUfDOjNuJUokWvLt37UJrzyDO23CRwpafffEPP3gf/cMTWH3ehWdfOA4lhocG8MxzT2HDjYlzft7ScBS79h5E9flXx6FHp66yfttrGHSOI3fZxoQ+lw8jgXQiMNHdBN9gJyIjXSipnY+CqvlJM3sY7WnDWPN+WHXAwlVrUVxZE1OU7Uf2y41tGy+5EvPi6DlCSaPbmxvR3XwEn7j5NiXVxKzsg7/4Ib7z7W9Dr9fHrM5YVkTBG0uaf1sXBa9CvokWvK9ueRUBtQEr16xT2PKzL/7gr+7FhstTJ4zw7357P5ZffgP0CbJl7unuxrZtO1B1zmVnD2+GJSaG+rD31edgmLMC1rL0isY0wy6zGAkoJhAOBeHqbkJgoAWaoAelNfORWzUvKT5/xWd4tGkfdP5xLFt7XkxDGIsgRA3b34TG68GGjZelpJlD6/F69Hccx3U33Kx4XJVWIPzH+8YGce21yfOTfro+UPAqHeHTl6fgVcg30YL3yaeeQmF5DebNT+xGpZ7uTrzyyp9x1U2JW0093dBsfvEZGEurUDInMW7AmhvqsX3HTszfmDibNLExran+COwLN0CTAm6ZFH5UWJwEkkJABMDw9DQhMNgKm9WKgooa5M2ZD00cNpedroPCfeBQwy7o/GNYHmPhOzLYh2Pvb8WCeQuwJkV+gTuZRXPDYTj72nH1dTckZQ6c/NBHH7oPd37xDuTkJG6D83Q7TcE7XVIzy0fBOzNuJ0olWvA+9NBDWH7OhSgpja1d2JkwvP3GawjrLFiwZMWZssb9/UP7d6G+swuLz7s47s8SD2g7fgw79x7CnHMTF+jj+K530Dc4Bsfi1LU3Swh8PoQEYkhARHzz9RyHv78JRVVzkVdRi+ySxNr7CuE7WL8LJrUfy1avQ2F57J7fcmAXho4fwSVXXI+i0uS4rTzVcDUePYigaxgXJzFgkmhbU2MDOpuO4pOf/GQMZ1ZsqqLgjQ3HU9VCwauQb6IF749+/GNcc/OnYUtwBJ77/vunuOzGT8NssSokpqz4qHMYTz7zGDbc9DllFU2zdHdbC97f/iGqz0+cN4Z9rz0HrzEX9jlLptlKZiMBEjhbAq6+doT6jwOuYZTWLUF+9UIYzIn7++YZc6L/0DY4jGqsWH9hzIJYeCbG0fDe6ygvLML6jYn7kj4d/ru3v428bAvWnZvc4BTP/vF3uP6aK1FWnlpfCih4pzOLZp6Hgnfm7GTJRAve737333HXN76TUHdUfb3dePHFl3DNLYkRmacbkod+/TOsvOoWZJktCkfuzMUHerrwxtY3UXtRYn6GEy7Htj3zCLLmroUpP7Er+GemMb0cwnYyEgpC7J6PhEKIREJAOIxIJIxIOAyIs6wq+n8VVH+pWKWW81ql1gDirFIDajVU8tB85FBPr0HMRQJnIBDyeeDuaYS/p1EG0ymetwTZJZUJ4zba2wHn0Q9QUVaMFRs2QquNTUSwroZD6DywE5uuuA5lFXMS1p8zPeidV1/E0sULMH/h4jNljdv73V2d2PfB27jzzjvj9oyZVEzBOxNq0y9DwTt9Vh+bM5GCN1k+eN99+w24A6qkR/p58/VXEMrOi1tUo5MH2D0xhuce/yPqrkiMzXIwGMI7j/8aeWuvgc6UuFWm6Uz/SDiEgHscQc8Egu5xhPweBDwT8HvE2Y2g1wOxeSbscwNCtGq0UGl0UBvNCPl9iECIU5UUr0LIQqWRwjeaosIXEPeCUhgLgYyIuB+JfrELBaRwVol74aiIFrfV+iyoImGotTqotFqo1VqotVpojGaoEIFGXOv10Ij3NVqodXqoVJpofvFaq4NaM1lWq4dqsrwU3EyzkoC7vwO+ngbowz6U1y1B4bylCeMw3FoP59HtWLN+A+YsXBaT54aCQRx5azPKCgpxbgq5MHvlmT/g8iuuSLhp3slQX3n+aaxftxp181PHpzwFb0ym/SkroeBVyDeRgld4CXhh8xZcd/PtClt9dsUfeegBrLnwcjjyCs6uYAxzH6s/jD1HDmP5xVfEsNZTV/XovT/FvKu/ALVGG/fnifDEbz/+AEo3JkZcn65DQqD6RvrhHxuCe2QQ4mdX35gTEa0ZKr0JKr0F0FuiglZnhEpngEo7eQihK1ZlE5AiQvyK1WIhhkPBqBAOT51D0fvi9eSKs1oVkiJaFfbL+yqRPxQAwkH5WgrtoF+KbpGmxLDWKH5JiIpqIaaFQBabnbTGLKnfhchWaTSTIl9cRxmIe/K9yZVpuVIt7k+K/ugqdnRFO7qaLc6TrxPAj484PYGAewKezsMI9DSicukaFNcthzZBG0d7978Lg3cY6zZeHrPgFR1HDmDg2EFcdf2tyHbENiDGTOfS5md+h9s++WmYzeaZVqGo3PDQIN57/WXcdVdiw9GfrtEUvIqG9IyFKXjPiOj0GRIpeJubmvDaW+/gupsSJ3i9Hg/uv+8XuO2LX1NIaubFfT4vHvj1z3HJZxLzh2nzE7+HZeEGmHPyZ97oaZYMBQN489H7ULopeeYivrEhTPR2YKy7BT6XGzBYAGM2VFk50FhyodGbptmbzMgmzS+EGJ4Uy5HwSaJ6SmDLPEIgh6ESK84Qq9IhuZIdCfogVsWjIjx6SHE+KdLldTgsvyxEfG65Gh017AhHV66NFkT8nuhquDD6EF8iVCq5oi3qlqvlJ4lluWIuF9CnTEKmzEAAjc4ovxCcLLZFWbHaLdsurqU4FyJdXAuRfrIJyUnXcuV+UshPiXwh6DX6yS8D8f9ymOgZJsbM3X4E3o6DKKlZgNJFq2Awxd+cyjXcj8F9b2LR4oWoW3lOTLrtGh3FoTdfxsrlK7FkxdqY1KmkkonxUWx94Qnc9Q/JiRoq2r75+aew4Zy1mFdXp6QrMStLwRszlB9bEQWvQr6JFLxHDh/Gjr37ccU1iXONdaz+CPbsO4iLrrheIamZF3/y8UdQtvwcOAqLZ17JNEtue/0VjGcVIa8y/j5vxT+mWx/5GUovSXzkupDfi9H2Rgw1H0UgogWMDuhySqG1pm640mkOYUZki4rkqFnHidVssUItTEDEf9IkRF6cOJ8Q1FP3I5GowYioS9RzwlQkak4ibKylackJMS7yifuTK+XSvESYkEyeRW1TIl+2L3oI0RwJeORquVqjl+YlGp34BcAArTgMemj0RugMBmhNZmjErwN6o7yn0WdFrxPsImwmk2Ss/SiCvY0oLq9AxdJzoDUYZ1LNWZUR3hz0E7248Nqb5ReTWKSGD9+FMeDD5Qn8d+RU7W46dgQjPa24OkkhiIW7zT3b3sKXvvSlWKBVXAcFr2KEp62Aglch30QK3j27d+NoUxs2XnaVwlZPv/gbr22BzuLA3AXJ8Riwe8f76BwfR92q86bf6BnmPH5wHw619qB8xQUzrOHsim397U9RvOnzCd2A6J8YxWDDPoz0diFiLoQhvxoaU/bZNZy5SeAUBKZMTKSZiNi4KFa7xap40C9XxKXIDnqgCvui4jnokyvkCAegyzJDl2WBzmyGwWyXr7UmG3RmG7TG5Pzs/XHdHO84Cl/bAVQuWIaKZbFZfT3dhHINdqNnx8vYePUNyC+LzWa6oZ4OHHnzFdxy+xeSbuKw453XUVFaiBWr1iTlc/X8U4/iyks3obIqdu7hZtoRCt6ZkpteOQre6XE6Za5ECt5t77+H7sExrL8wceFlH3nwfqy56Mqk2O8O9vfixc0v4Nzr4+8v0TU2iueeegLzL/+0whkxveLvPv0bONZcmxAbYdEisaLbf3A7nL09UOfNg6EgtmFOp9dr5iKBjycgVrTDfrfc+BgRZyGUvWOAfwIR3zhU4QAM2fkwWu0wO/JgsOdBb8+TGxKTlSbaDsLfcRh152xEXlX8fxHq27MVi+qqUVkXG+8GwYAfu156EuefdyFq5y9KFkb53JeefATXX3898guLEt6O9tYWHDuwE5/9XPLMyqY6TcEb3+Gn4FXIN5GCd+vWrXAFVFhzTvxXOwUW8RPpD7/3n/js3f+kkNLMij9w30+w9hOfgsGYNbMKzqLUM488iKK1V8Jojf9q554tzwKFdcjKKz2LFs4869DxA+g7vBua4mXQ56eOe6KZ94glZxsBIYhDnjGE3E6EXE7AOwpVyA2jyQxbcSlMeSUw5Sfep6pwv+du3gMTvJi3/nLo4mzm0LP3LVQXO7Bw9bkxmwKH3nkVxXY71l90aczqPNuKvB43Xnn6Edz9tW+ebdGY5H/60d/g5hs/geLi+JvNna7BFLwxGc5TVkLBq5BvIgXvyy+/BK05B0uXr1LY6ukVl/53X3oJ19yc+G++r//5BUQchSifu2B6jVWQ68N33sJg2IjC2vibbTTt3Yb+MT+ya5YraPH0iza/8wJ8KhuMZbFxczT9JzMnCcSfQHBiGMGxXqj8owiPdMBWMgfZ5TUwF1VF/TknKHkGu+Bt2oG61ecjN872/1373sHy+TWoqI3dqnLbkf0IDfZILw7JSkf27YIq6EpKJLbjx+rR29qAW269LVndl8+l4I0vfgpehXwTKXiff+55ZBdVYN78+ItAgeXIof1obOnEug2bFFI6u+LNx45ix6GDWJEAF2RDfd3YsuV11G286ewaOYPcQ53NOLxnN/JXxn8lRXh/aHjpEejmbIDWljx3cjPAxCIkMCMC4hepgLMzKoCdrbCVViGnqg7mwtjYvU6nUaOH30WBw4bqNRdOJ/uM83TuegMLqoowb3ns7F5H+nvRtH0rPn3H3TNul9KCf372UVx2+eVJ8c/74tOP4uYbb4DD4VDajRmXz2TB++zmd/C/vv/wCTb/99tfxI1X/WW/zM599bjjG9+T7y9ZUI37vvdN5Nhj65OegnfGUzNaMJGC9/HHH0dZzQLUzE2MC5V33toKb0iDpavivzHj5GH4+U/+E5fekRg3aM/94bfIXbERJnt8fVMGvG68+8zvUHxh/O2RRbSzIy8/CtPCK6W/XCYSmI0E/MMdCI20QesdRl7dUmRXLZb+lOOd3F0NyPIMYOFF8Q1H3v3hFqxeuRTFVbUx69LE6Aj2v/I0vvj330zoZtqpDrgmxvD6c3/EXV/9esz6NN2K9uz8AAb4ccmll023SMzzZarg9Xj9uO+R5/CFT14pRaxzdBx3/8tP8I933Yo1y+ejqa0b/3bPA/jPf/0yaipLIMTxB7uP4D/++YvIMupjxpmCVyHKRArexx57DFV1SzCnZq7CVk+v+IvPPYPc0mpUJ8CsYKpFb2x5CarCUhRXxn9T1bFD+3C4qQcVq+LvlWHnS0/AMO+8uEdRE+GJj/zpQZhXJe+nyenNLuYigcQQCAe8CAy2INx/FPlzFyFvwdpoAJA4Jnd/K2zhccxdvSGOTwF6tz+Pi664GmarPWbPCfi8eO+Jh6ToNcTZJvnjGn30wG4YVAGct+GimPVpOhUJn/NP/u5+fOc7/zKd7HHJk6mC96OwhAD+7g8exjmrFspVXiFwWzt68a27ov9ufVQAxwr2rBS8Z7N0LsDf9e0foadv6ATzk5fbEyl4f//732Pu4lWonFMdq/E/bT2/+82DWHHeJuQnwP+taMjw0AD+9MLTWP+J+HtKEKFwH3/oV6i78vNxZ9l1dC9au/rhmL8u7s86tuVxaKovglpriPuz+AASSDcCvr7jCHfvRfGK9ciZE1/PBKNNe5BvBGrWxc+rzkhXM0yjLTj3sutiPhTvPfkw7rjzq9BqEx9Q5Nnf/wqfveOLsFptMe/X6Sp8Rfz7szZ54YZni+Cd0lX3/OuX5Qrvj+9/Ug7LlOD96ApwrCbBrBO8Z7t0fqZvGokUvI888ggWLF+H8srE+At84Fe/wKZrPwmTOf6RhcSEfm3zc1AVlKKsJv4mGwc+eA9tY2GULIzvBkCx4vr2o/eiaONnY/WZPWU9HR+8Cre2EPrcirg/iw8ggXQm4O3cD5shgNK18bWnn2j8ENXVVXHdyNa57QWcf8EFyC2KvdeXN393L+762rdlJL5EpubGo3D2tODq6xIXZEn0r6X5OFqO7sf/z957QEV17mvjz8wAw1AGGHrvCiiCYMOCvZeosURjYkxMTDk9555zzz3fPbd998u56Te92GLX2CsWFBQERJSO9N6GXqfP/Ncmf3KMQZnZe7+bwWzWcmVlzftrz/syPPvdv/L88+QvXYbCkwTh9du+l8ut+9FWzc6fD1QaJLJ5RRV4OIeXIrwBvh4/5vTyhJelLTP16tycCO+ePXsQOWkGvH25ITQfvfd3rH/pLVhYks970+l0+OarjzF386ss7fST1Rz47EOEPfMa8Ty1krSr6BQ4wN6HvYrqoSLrrC5GY1U9rP0mcoIfb4RHYLQjoKjPg8xeCI+omcRC0ar60X//Eqaue4WYjbbqEjgpmzB5/lLWbagU/bh3/ii2vcZ9Tu2F4/uwcuVKuHH0hnEQvH1ff4K33noTdnbcXPQ8vGkkCO+4F/7G+rkwRmHB/v987LJHUxr4G15jEKWxxlRgH01peLR6kMsb3p07dyJm+hx4evnQiNw0EeqV/4fv/j9seZ2bHrztrXKcOHsCs9aQf7Iuzc1CYW0bfKJmmAaKiav72uW4n3wFzpPJFq/otWo8OL8fkihub0NMhINfziNgdgioW4rh5mQFp9AYYr515CRiXOxkOHiQuahQK/rQdPsU1mzdQSSGrlY5ajJvYv3ml4nof5zSxroalOZmYMNm8m/HHvYhPTUZLvbWmBVPttPGUHGTILzzP03jdN8GjSX++sm9oh++fDT1IpJuQL+4lAamV+eUfJO8/cfqQS4J7/59+zBhSjzcPMhPo+nv78fhA/uxfAP5HFfq8JYXFyC7vAzj4ubSPctGy507/B3cpqyABeGCjNxrp2DwjoKVPdk2N/WZ19Bn4QVLx5Ftmm70BvALeQTMBAGdRglhXQqC5q0n5lFXVQF8HSzhHTmFmI3alLOYt3gRpE5kus201FVBVV+NBUtWEothKMW3rp7H5NhoBASx14liuAB6urtx49Ip7NhB5gHiSfafVsJLpSjsOXIJb2xdPdB1YTBlYcPKOQNpDKammg63h4/7/BdJeCkw6CZHUxvz3hdH8M6/vDrQXoNLwstlDq9Go8FnH7+PTa9yM/mGKlg7efo4Zq4le8Pb2liH5KSbCJj1DN3fGaPkelubkJ16Hc6xy4xaT3eRoq0RVVlpsA4l/6BA10dejkfAXBHQ9rZB1JqLoLnk3o50lN6Dn6sdfMaTI7wFZ3di86tvwMKSvRZOj+5Zfup1RPj7IyKSu7SppvpaFGenYePz3A4/+v7gbmx4di08OLhcehjnp5XwUjFSl4W7Dl/8MVy+Dy8H34pMr85HkvAe//57uPoGY0xYBAdIAR/8z38PEF6uCha++PQ9xG/cRvRLOyc1CfUqMdzHTCCKYVn6dbTDjnjublXyaWicxsHC3oVoPLxyHoGnEYH+6nvw9HWDLJjclMWukrsICvCCWxCZ720qpaHm5glsfIX8wIgbh77Fy6+8ycm498HzdvH4fixfsRzuHl6cHcH01JtwtrNC/GxuW6M9zYSXs817gqFf3A3vcFfnFCE+di7pxykfl5PuICTQZ6AZ8uBTysM3xFze8F64cAEWto6cjRb+/OP3sXzjy7CW2HByVm/duII+sS0Cwsn98Tl/ZD9kExdCbMvuBJeHAaImPt088Cnc5pK9leiX16Aq+z4koeT7CHNyAHgjPAIcIqBT9ULQcBfB89YQtSpPPoSZG7ZDROj2taelAWgsxJxlZN9aUSBRb8jk+VlYu4G7vFqqY0N7fQVWrCY/DXPwIDQ3NeDOzWt47bXXiJ6NR5XzhJcs3L84wkvB+aQ+vI8S3ofXUrLL50/7yfQPLgnvjeuJ6FEDk6eRLbYaPHIH9u5EVBx3fXgpu5/+7zuYt3kHRAR6Pyr6enHm8H6ELiFLROXlBSgrr4JTBNl9Kk/8HgaPyRDZsNd0nuzXDa+dR8A8EKAKPRW5ZzD+WbKEhnootVM0YewMctO7ii4fxqq1a4jl7z66YwVpNzDW2wfjo8i2dHzY7onvvsTWV7bDzo7cRcWjce775hO89Sa33Rp4wkv2++EXSXjZhJRLwpuRkY7q+hbMmke2d+QgPlcTLsLSToaw8dFsQvZEXWUlRcgpLca46ew3a2+qqcDt9Cz4TyebV3v/0lEI/GIgdnAlhltvYyXqSkoh9ptMzAavmEfgaURA198Jddl1RDxDrlXYIG7yW0cxfc0LsLQm85asqTgbrlYaTOF4Ktmto3uwecvLsOWIgOZnZ8JCp8Cc+eQeHB496zeuXER4SAAmxpDr4MHf8HL7DcMTXoZ4c0l4c3NykFNYjAVL2Z+qMxQMeTn3UFJRixlzFzNEyTTxyxdOwdLDD15B7I5QLr5/ByVyBbzGTTLNIRNW93e1IffmNThMJItZ9a1zUEvHwELqZoJ3/FIegV82AtSkNcv+agTPW0cciK6KHPi42MMnggxh0mm1qEk+jnVbyRP3R8HqkDehJS8Tq9aRLTJ+2O6Zg99gx1u/Ib5vgwYqy0tRXZyHTZs3c2aTv+ElCzVPeBniyyXhraiowK20DCxaTjbnbBCSlpZmJFxKwMJVGxmiZLr45x//HXO37IBQJDJd+DESmdcvo83SGa6B4azpfFTRD+kM1XCKmE7Mhrq3E6XJF2ATQfammlgAvGIegRFAQFGWAicXB3hOJJ/z3t9cDeueGoybQ66NV86JL7HtN28TH57zuK3KTb6M2PAIBI8lO6J50H7q9UsICw3EuEhu3jhSvegP7PwMf/7Tnzg7rTzhJQs1T3gZ4ssl4e3r68Mnn36Gl17nburNt19+jtlL10Lq6MQQKdPEK0uLkZGfg+g5S0wTfMLq5AunoHUdC0cvf9Z0Pqqo9PZVdIqcYOdNrm9kc95ttPcIYe1JfgQzMaB4xTwCHCGgbquGrjEXvrGzYO8VSNyqVqWAqigJk1ZsImYr/8xObHr1DVhZkWtDNpzz/T1dyL96Di++8uZwS1n5vKmhFg/u3cZzW7jpDU85ffzgbqxbuwaentz0OOcJLytH5bFKeMLLEF8uCS/l6rvvvYe1m7bBlqOxh7eSEqHQiTAhdhpDpEwXP3JgFwKnzYaDMzuv7S9/fwiSsXGwlbGjb6iIMk7thWTcPFjaSE0P2EiJwlPfwDrqWQgE3M63N9I9fhmPgFkgoFf1QV2fA3t7MbwmzeOkvaJeq0H77eOYtZlMizCNsh9VN0/h2S1bYWklHnGcc29dQ3RICMZEkG3zOBjo6UPf4rlNz8PRiewwn0F7N69fQaCPO6ZMmcoJ1jzhJQszT3gZ4ss14T148CACw6MQyNHkmebGRlxNvIYFK8hNInrcFtRVVyApPRWTFrHTbuf84X1wip4Pa3tHhrs+tDjVDzP9zEG4ztxARD+ltLu2GPWllbAO5OYLmFggvGIeAYIIqGruQaRsgmdMPOxcfQla+odqnUaFzrvnMHP9diL2Ohur0ZabjLVbt8PCwpKIDVOVqhT9yDx7BNtf/52porTWZ2emQWotwHSOivRKHhSipa4c69Zx8/ePJ7y0joXRQjzhNRqqoRdyTXi5bk1GRb1/z05ET+e2Pdkg2hdOH4NT2ATI3Jk3HT9/eC8cJ8yHxIHM7UB7bRmK8vIhm0CuWXnN7YtQ2YXygyYY/t7y4k8nAsr6fIh6auA2NgqOQeM5C1LT143OexcQv4nMzW5TYRasVa2Yv5LcRDi6YBWkJSHc2xsRHLQp6+/rxeWT+/HGr7mZANrb24OzR77D23/8I114TJLjCa9JcJm8mCe8JkP2UwGuCW9RYSHSs7KxhMMvvqL8XOQVlSB+4QqGaJkuXlqUj/slxZgQz7wV24Uj+yAdPxs2jmSmklVnp6GpH5D6kSmK0yr7UHL1BCTjyRXCmL5DvASPwMgiQPXUVbdWwNCcD/ewiXAOI9eFZahIFe2NUJdnYNqal4gAUZN5HYGeToieNpOIfqZKNWoV0o5/h9fe4oYUJiWcwvRp0+AXQD4fm8LmwK7P8dr27XBwIN/vnCe8TE/jk+V5wssQX64Jb0dHB3bv/Q6bt73O0HPTxD/7+AOs3PQKxGJr0wRZWP3FJ/+DOZtfY9yx4drp47AKngRbJzL9cQuSzkNh7wtbdzJFcV1VBWioaoS1P3cN31nYPl4FjwARBDTdcmjlpRAqW+ASOgGy0CgIRRZEbD1OaXdVAcQKOaIXst85p6O+EnUZCViwcg18AoM5jctUY+X30uHvIsP4KPIPGyWFuVB2ybFoKTcXMDeuXkRU+BiMG0/+jQFPeE09eaat5wmvaXj9bDXXhJdygOvCNcpm1p101MvbMWUm+wMhhtuC1KSr6BJZIWj8xOGWPvHzpHMnofMIg6MnGUJ69/whWARNhVjqzMjPxwlXp5wbSGewdHAnop9XyiNg7ghoOupB/TP0NsBO5gaXkHDYeQaNiNsdDzLgJhUjZAr7KUzVd6/DyVKHuctXj0hsphod6Nhw7RxefJl8xwaloh8Xju7BW79721Q3aa2/m5EGG5EW8xcwf8s4nAM84R0OIWaf84SXGX4YCcJ7+tQpSF29ET6em8rYQYg+++g9rNy0HWJrCUPUTBPvaGvFuUtaejwAAAAgAElEQVRnMWU5s2bxGYkJ6BS7wiUgzDQHjFydcvQbOE5+BiIC1dNUQUzxhYOQRLF/k2RkePwyHgHOEdBSt7g9LRCoOqHvqoO9ZwAcfQJh4+YHkZjb76HB4Knfxda7lxA2cTI8QtjtQdvdVIemrCuImzMPARz1t2VrU+9ePo250+Ph7RfAlsrH6kk4eQiLFi+Cl7cPcVtcDqDgCS/Z7eQJL0N8R4Lw5uflISu3AIs4fvrPvZ+F8uo6xM0hO0VsqC05enA3/KfEw9GFfkuxgjtpqO4F3Mew/6Cg02pw68g3cJ9DZvJQT20xakurIAmcwvDE8uI8AuaJgE7ZA11fO7T9nRD0tcLQ3wpbF0/YuXnBxsUTNq7kyc1wyPTLa9D7IBWTlm2ArSN7b3L0Oi3qsm7A2RqIm78EliOQOjZc7MN93lBRCk1TNRYvJ19Yl3cvA9YCDWbNXTCcW4w/7+rswOXTR/Hb35HvRMETXsbb9UQFPOFliO9IEN7+/n58/Mkn2MZRK5iHIaI6NsTNXwk7KfkE/oftFuZkoai+HuPi6L8+rH6Qj6wHVfCfNJfhrv9cXNnTicyEU3CJI3MDW3v7EhQSP1g6Mu9WwXrwvEIeARMQMOh10PV3QtffBb2qBwJFGwyKDlhKbCFxcoWts/vAf61lHiZoJb+0veA2pBIhIuPZG4ZDeS0vy0d7URpmL1oKn+DRPUzmxsFv8PKrvyJe69Hd2YGbl09i+463yG88gG8/eRd//etfIWJx8udQjvOEl+x28oSXIb4jQXgpl7/66ivEzV0MN3duJsAMwlRZUYbU1DQsWMlNX8JBuxq1Gt9+/b+Yt2UH7R1ra6rH9cQkBM1mPy+uq6kWeXduwzmGzO134alvIYlmltJBGzhekEeABgJU9wS9ohs6ZTcMql4IlF0wqLog0KshlsogcaT+ucDKXgaxgwuEZtJb9tFQNX1daL1/BWOjp8I7jL23Q4qudtTevY5gfy9MmUM+P5TGFposUpSZgiCZDFGTyA8qOnN4F9Zv2AiZM5muOw8Hf+zALjy3fh3c3cnWT/CE1+QjZ5IAT3hNgmuImz0tQwU0xRMTr6FPI8TkadNpaqAvdur4UXgFRcA/KJS+EhqS1xLOQeTuDc8AemN7VUoFTu7fizFLX6Rh/ckibdUlKC4pg1M4+/uhaGtA1d10WI9h/2aadSB4hb8oBKjbWr2yd4DUUv81UDe2mh5A1QuhEBBLHQcGvVDE1tJWCks7J1ja2I8ajDorciHorMPE+SsgtmVvemJNVjKstb2YFj8bTq5kSRSXYPd1d6Ew8TxeeJlMP+KHY7mfeRvujraImUx+CM+VC6cxKWo88U4NPOEle1p5wssQ35G64a2ursb15BQsWfUswwhMF+/r7cWRwwexfD13M80pL6vLS3D7/t2BPz50f47v/gres9bCSmJLV8WQci0VRSguKYfzePZ7ZbYV34VcroC1D/m2OKyCwit7KhAwGPTQU/m1ip6B/xo0CkDVCaj7AZ0SYjtHiO0dIHF0gpWNFJa2DgP/RqqojA3QqZ7X7TnX4RsYiKAY9n6n5aV5aM1PwfT5ixDM0TheNvAwRUfu9YuYOTUOXj5kuuEM+lJXU4nqovt4duNmU9yjtTbrzm042Vhhxkz2zsJQjvCEl9b2GC3EE16joRp64UgRXsqb//fOO9i87Q2IrbnvjXsn/Taa27oxeQb9nFo60H/16buY+dwrtEdrJl84A41LMJy82W1aLi8vQEl5FZwjZtAJ64kyVclnoHEMg4WUfsHe4wxQBULa9jpAZAErmS+EYnYfBFgHg1dIDAGdgrqlpYhtN/QUqVV0Apo+QKuElZ3DwE2tWOoAa+kPt7SWNlJYSOyI+TNSinuq8qFrLsGEuStgK2Pnd65H3oCm3FsYE+SPmPj5IxUaJ3YrC3Nhp+7DrLlk0rsGg9Bqtfh+96f4/Z/+Qjyugrxs9HfIsWrVKqK2eMJLFF7whJchviNJeM+cOQNbmTvGRUYzjIKe+O5vv8K0ecshcyYzyGEor5KvXYTS1hH+YfRuOx/cv4Piph74RLKbY9ZcmovSqno4h8fRA/MxUga9HoWnd8JmIvs50+rORnQUZ0Jj4QSRwABBXz1sXLxhFzQJQrENq3HwyswDAb1G+UNeraJrIAVBr+yCQN0HqHthRRFae4cf0hCkMljZPr2kdqjdoHJ1OwtuwjcgEIEs3eqqFX1oykuDnUCJaXMWwN6Jvc4O5nGifu6ForcHOQkn8dKrvybu4sXj+7F8xXK4e5At5q2urEBZfha2vPAC0Zh4wksUXp7wMoV3JAlveVkZEpNTsPLZ55iGQUu+Rd6Ms2fPYvk6sl8CDzvXVF+La8mJmLSUXuub1sY63EzNgP80diutm4pzUF7bBFkYu/lkitZ6VGbdgWQMuzfp6s5mtOQmQ+g36yd7r++VQ9ReCGnQBNj4sNtjlNYh44VoIUAR24c7IUDZMZBXKxIJBwrGxFInSJxkEFPpBwNpCOzlp9JyeISFOiuyIWyvwfjZS1mbxFibmwZNYxlmzF8AL5p1ByMMC23z6WcOY9WKNZAxaCNpjPE7Kdfh4+5MPI+3rbUFyZfP4q23yHaF4AmvMbtOfw1/w0sfuwHJkSS8lP3//M//wrY3fw8LC25Hag7CdjMpEQqtEFGT2L3ZfNK27Nv9BSIXrYbElt7r1P2ffoCINeyOZm4suoeKhjbIxk5meKJ+Kt72IBPyVhWsvdkjnzpFL+T3rwBej98zQ1sJJBZKOEWRfS3JKli/UGW6vg5o+9phoFIQ1N0wKLtgIRLB2kEGsaMMNg4usLSj8modiQxFGc2wUwWhPUWpCIqMge84dkZ2U/n8LXkpmBQ3HeExv8y+2Q/u3kaAgxTRU9gv4n34vNVUlqG+vABr1m0kegxVSiUO7/0Sf/lnsukTPOEluo38DS9TeEea8J48eQJO7n4IGxfJNBTa8t98+RnmLFsHqYMjbR2mCGakXEeLToCQCfT+QF05dRRW/jGwd2PvNVh9wV1UN3fBaQw9nx4Xf3VaAlS2wbC0Z6/1Tkd2AhSW3hDYPlmnvq8FFh2FcJm0AiJreg8Xpuwrv3Z4BKica11vO/SKDghVnQP9a6n0A6p3rdjBaaDFl5W9E0RW3Of1D++9+aygUoW6ijNgCwXCZiyClQ3z890tr0drXir8/LwRO2su7ToD80GJvicd8ibU3b+N9c+9RF+JEZJqtQqnD3yN3/zhT0asZrZk52fv45///GdYWloyU/QEaZ7wEoN2QDF/w8sQ35EmvA+KipCSkYXlq0euR2tLcxNOnz6NlRvJfrkNblVLcyMuXD6PaSvpPdU/uJeB0jY1vMJjGO7+P8QbirJQ1dwNp5CJrOmkFBWd3QVxxCoIROzc4Kvba9FaWgCBe5RRflIV+sLam5BNmAMrR257Phvl4FO+SNvbCm13Cwx9LYCibaBgzMZJBhsnN1g5OEMsdYGA6v/F/xiNQG9NERQVdzFu1hI4+zNvrUjl6TbnpMDRSo+YmXMglbH3cGp0UGa4MPnwTmzd9jqsJWTrAa6dPYalS5fA2ZWdAsPHQXl479fY+sIWODuTy8PmCS/Zg8wTXob4jjThpdx/97338cKrv2IYCTPx9JRb6FbpMCGW3WKwx3n13a7PEblwFWzsTZ/41t7ciGtXExE8h72paM0luSirboAsnL34NX3dKL1xFpJxy5ltzkPS7VnnobQJhkBi4m18cw6cgsNh7UK21RBrgY5SRXq1ApqOemg76yFQd0Ji7wB7N8+B0brWTh58SgKDfVV1t6GvOA0ePj4InsxOTnxDfjp0zeWYEj8XXoHMyTOD8MxONO/WNUSFhGJMBNm3jzevnENUZATGhrOX9jUUmOdOHMHShfPg6+dHDGue8BKDdkAxT3gZ4msOhPfYsWNw9wvBmLAIhtEwE9/19ZeYsXAVHGXknoAHPcxIvQG5xoDQqEm0nD7y9acIWrQFIksrWvKPCrVUFqG4uAzO439aBMZEeV9TFapyc2ETyo5OTXcTWgsyAU96mKH5PmShEyCW+TAJi5d9BAGqDZi6rRqG7gaIDGpIvQLg4O0PG1df/vaWhdNiMBjQVXQb1rpejJk2j5WitNaqIrTlpSJ22nSMnchu3j4LIZuFitrSIog65Ji3eCVRf7Iz0yAVA9PjyQ7muXDqGObMjENIKLkHG57wEj0qPOFlCq85EN7CggKkZ2Vj6QgMoXgYv/a2Vhw7ehSrN7/CFNZh5VvlTTh36SziVtHrUJFy+TwU9r6Q+dGb2vaog+115SjMyYFz1LxhfTd2QduDu5C3sDdwoqswGb1aWwil3sa68LN1hro0uETOgJXD0zMdijYYDASpCWXqlgroO6pgKdLD0X8MpB5+AyN2+R/2EOipLYai7A7Cp8+HWzDzC4G+jhbIc27Bz8sNMfHzftF5usPtUm9XB4qTLuH5l9gtEH7UbnVFKZoqi/DMsxuGc4nR51xMW+MJL6MtGlaYv+EdFqInLzAHwkt5+Le//Q1v/OFfGEbDXDzrTgZaunoRPZn9AQyPenfs8HcInj4ftlLTWyrVlj1AZn4Z/CexcyvQ1VSL3Du34RLDXleD2rQEKMQ+sHSiT1AHMdNr1ZCnn4XBh/m+COQ5kAWFwcolgPmB+YVp0Kv6oGkuBDpr4BQwFg7+Y2HtSDb38BcG8UC4ivYm9JdkwDsomJWeutQtcf29ZIhVHYibvwgOzvyeGXOubhz4Ctt3/A6WVuy8SRvKZndnB25ePontO8i2DEu6egljg/wQE8tuYfLDMfGE15hTRX8NT3jpYzcgaS6E99ixo/DwH4PQseEMI2Iu/t2ubzApfjGcCc+Iv33zGjpggeBI04vPtBo1Du/8EhErtzMPGEBvaxPu3UqE62T28m2LLx6ARdBcVoZAKJtK0VZdAaH7BFbiFbTmwikwHGJncvlsrDhqJkqo3Fx1fS4sNe3wiJwGO68gM/Hs6XJDp1air+IeJAYFQqfMhcRBxjhAeVk+2gtSMXP+ItoDbxg7MUoV3E04hXkz58DLl2zu/6FvPsRv3/4zRCIRMaRSkxPh4+aEaXHkWq3xhJfY9g0o5gkvQ3zNhfCaS1oDBWd3Vyf27/sOz76wgyG6TxanhlBcTrqGqcuepWXn6uljsPCNgtSdeU6qoqsdmVfOwjVuNS1fHhXSqhQovXYC1hHsEOiO/ET0C9wgHKYVmSnOC5sy4DxuBizsuZu0Z4p/5rJWWZcHUU8VPMZPg9RvjLm49dT50VV+H3p5KcZOmwdnX+apSlT6QkteKgJ8PBEbz16q0lMH/BMCepCZikCZI/E+7ReO78PKlSvh5k6uk0xmeiqkYgHmzCV3FnjCS/a3gye8DPE1F8JLhfEf//lfeO03/8QwInbEszIz0NjSiUnTZ7Oj8DFavv78fUxftxWWVmKT7VQW5SGnohm+UcyHZqj7e3Hn0ik4T2WnQEPV2YLytBuQhC00Oa5HBQbSGVKOwhCwgLGuRxUI65PhOmkVK7fQrDs3wgqp8b3K8lS4h4bBNYzca9ARDnPEzXdXF0LbVAq/MRHwjWSngKw+JxWWvc2YsXAp32aMwQ43VJZC21iDRcvZ64gzlDvpN68gPDSYaKeG3PtZEGh6sWgRe2lrj8bCE14Gh80IUZ7wGgHSk5aYE+E9cuQIfILDERw6lmFU7Ijv3fUtJs1aCBc3D3YUDqEl8fI56BxdB/7Ymfqj6OvFyYP7EbbsRVNFh1x/47v/hcf8razoGujQkJcHm5CZjPWpWirQWl4MoUc0Y11DKbBsSoXLtJHrA00kKIZKlQ2FEPXWwn/6YojtnRhq48WHQqC7rgSKinvwHRMOv8ipsBQzH7bR2ViNlvs3EBsXh1AaqVL8Tv0UAUVvD3Ivn8LW7WTbZt5NTYKnqyNip7DXFvLRvczLuQdNTzuWr1hBbJtJEN4Z/3GKmL9PUpz6b2QfcugExRNeOqg9JGNOhDc7+z7yisqwYCk7t4wMoQE1f5zKLV6zmZ082aH8qS4vQcr9u4idT+9L6OKxg7AdMw12LsxJedqJPbCbsBAWEuZTm7qqClFXUQ+bQJotxB4Cq+tBCnrUEoik7E2We3gvDMpOWPeXQxZDbw+YnjNzk+8ruQk3Px+4hfO3umzvDdWbuqe6CKrGYviPi4FfZCwsxRJWzNTcuQonKz3iFiyF2Jodnaw4NsqVpJ/cj03PvwKxNfMHksdBkXcvA9YCDWbNZf8t1qDN/Nz7UHW1YsVKcn9fSRDeBb/5+4icoGuf/POI2H2SUZ7wMtwScyK8CoUCH370MV5+8/cMo2JP/FbydfSpBYiezDxtYCivqOrpnd98glkbttFyujj7LorqO+AbxbwQ4d6lYxD4RMHaiXnLLnlBBto6tLD2Nv3m+lEgmm8dgs5rBgQicpXS6K6DnUQD+1DmONLaSDMQ0qv7oSi6Av+pc2HvyXewYGtL9FoN+horoO6oh6WqB34RE+EROp61HsWdDVXoKEjBtPg58Ak2j7djbGFnDnrSzx7BymXPEC1iLntQgJ7WOixd8QyxkAvysqHokGPlqlXEbJAgvL86VUTM3ycp/mzNyBfQP+ofT3gZHgVzIrxUKN/u3ImYuDnw8mZeiMUQmh/Fd379BeYuXw9bO3u2VP5Ez5kThyAbOwGu3qZ3DOjv6cLpY8cwdvFmxr4V3ryEPok77DyZV+DX3UlEn0DGuPWXtq8DLTnJgNdUxvENp0DQ/gCO3j6wdifXmH04H0bqc223HNqadIQsWg9LMdlRqiMVI5d2qbzzfnkd+hvLgd4WeAaHwSNoLKRuzFv0PRxH/f1kOIrUiF/GTrEplxiNFlv3Ey9g+sRY+AeTK9isr6lCZWEW1j33PDFYCvNy0NfehFXPkCPVPOEltn0DinnCyxBfcyO8abdTUSfvxMw58xlGxp54ZXkpUm6nY+HK9ewpfUhT3v07KGlqxrhp9Arkzh3ZB4dx8YwnMFXeS0FznwEOgcxHaVYmn4XWcSwspMz6fSobi9FaUwURS+3IhttAYUMqXKIXQmRj+sjn4XSb6+fq9lpYdlcgaC5PmpjsEZWu0C+vhqq1DujvgHvQWHj4h8DRi/2WVv2drWjIuIip02ciIJz57yuTuJ922cL0mxjj6Y7x0ewUFA6FV3urHJnJCdj6ymvE4CzKz0VPawOeWU3u95wnvMS2jye8bEBrboS3ra0Ne/ftx+ZtZKfbmIrdye+PwCdkPPwCmbcLetR2R3srTp7+HjPW0Hu6L8xKR6m8Hz6RzG5Bm4pzUFbTBOdwZnqo+EoTDkHgPxMia2a34p2FyejT2EDowM2Nv0GnhmXzHbhOJ/NwY+q5I71e3VIOia4NfnHkKrdJxzBS+qlUBUVrPZSt9dB2NcHG1hYuXj5w9QmCvRuZfHMqVnlJNtBSjjkr1kJiyzzffqTwGy12y/PuwRlaTIsnl1+r6O/Dpe+/w5u//QMxWCjC293agNU84TUKYz6lwSiYRtcicyO8FHq7du1G3NzFcJI5mw2Yvb29OHL4IFasZ6eLwaOB7fn2M0QtWQ0bO9OnrvV0deDyxUsInMXsVVVHfSWKcvPhFDmLMe7Flw7BInQhhCILRrpa7pyB2nE8hFbcvWbXd9XB3loN6VjmU90YBU9YWN/fDnFPCXymLSVs6elQT41TVrQ3QtnWCH1vO/S9bXD29oebb8BAL2xrO/JvBRqyriPQywXjCdUUPB07xW4UjVVlUNdXYvEKev3SjfXmzKFvsePNXxu73OR1xQ8K0d/WiGXL2emNPpQD/A2vydtikgCf0mASXD9fbI6E99y5cxBLnREZZfoEMoZwPFE88UoCBGJ7RESxX72efO0SFDZS2q8nzxzcA+eJCyGR0m8hpejuwJ3Lp+EWx7wdS8HJbyCJfhYCgZD2lhi0GjTfOgxDIPNeviY70ZQF59AoWDn7miw6GgQ0rRWw1bfBe+qi0eDuiPio12mhbG+CuqNpIEVB3dUMmbsPnL19B3Jx7ZyZd0YxJbCa5OOInTyZVgtDU+zwa3+KQFebHDUZN7H++ZeJQnPgy/fwx7/8KzEbo7VLA1+09o8jwRNehr8e5kh48/PycDenAItXkMs1ogObRqPBJx+9j+dfY7+LRHVFKdLyshEdT+/Vcv6dVFR2aOE1jlkbsOvffQzP+S/RgecnMvnHv4Jt7EZGejRdzWgpSIOAg4K1oRwVNdyC2/QNjGIwR2FNZz1sVHXwmbbEHN0bMZ90GtUAwVV1tUDX0QgouyHz9Bn4Z+/mDXuOCe4gEBplP6quHsDSDc/DwZlZTvyIgTuKDVP9zguunsaWbW8SjYI04c3OugORth+LFpP7vedveIkeEb5ojSm85kh4u7u78eXX3+DFV8k2+6aDXVrKLXQrtayPmlQq+rFn95eYu/lVOm6hq60FCRcvIWQus9du6af3QRIWDys7R1p+UEIGvR75J7+FXSwzsqhqKkZLVTVEHiNTlGPorIHU1gC7UHLN4GmDTFNQ29MCcU8p/GaQe61J0zXOxXRqJZTtjVB3NkPX2QyBVgFHd++BNAWpqyfjIlA2AtIo+tCacQ7LNm+DUEj/bQkbvvxSdaiUCtw9cxivvP47ohCQJryZ6bdhb2XA3HnkCsJ5wkv0iPCElym85kh4qZg++vhjLF29EQ6O9F/RM8VmKHmtVouPP3gXW3awX1xw8LtvMGbWQtg70ctdPr7nG3hNXwWxLf1CsfykC1DaecPWg34fVupVcMHpPbCLYTa9rKcsA93dOghlgSS20iidwsYMOEfOgoUdvT0xyghHi6gcVFX+KYQ/Q++hiiM3iZkZLDKjCsy0XXIIdSrIPHzg5OkLe1dP2DiY1x5r+nsGyO6KF36Z+0XsIJioWKtRI/XYHuz4Fbmx91Q/9kNff4C3//n/mOid8cvTU5PhKpVg5qx444VMXMkTXhMBM3E5n9JgImCPLjdXwnvq9GlInT0RERnFMEL2xa8kXISlrRPCIyeyqvzWjSvotZIgMIJezHdv3oBcZw330Am0/arOSUdDhxKOIfTH+FKvhovOH4Bt9FraflCCnQVJ6DM4QWg3cq9x9cou2Gnr4DCeXIU2I5BMEFY+uIqg6XMhdnA1QWp0L1V0NEPZUgddVxMEym64+QbBwd1zIEXB3Ajuw0hr1Qo03TyOZ14yr241o/s00PNer9cjaf9XePN35CZvcUF4U5OuwdfDGVOnkRmiRKHLE156Z8xYKZ7wGovUY9aZK+GlxgznFpVhoZmMGX4Yvs6Odhw8eADPbmG3Z2JFaREy8nIxcS69qvmW+hpcT05FSDz9STptNaUoyCuAa9Qc2idLp1Kg6NIR2EYxy8FuyTgJjeP4gULBkfwRyO9DFjIBVjJuWqORiFVVmw0PX3c4BjKffEfCPzZ19jXXQNVSA217LRxcPODi7QtHD1/YOTOfIMimn4/TpdNqUZ94EGteIZszykUsT4uNa3s/xa9+/1di4XBBeJOvJSA00AexsczqPJ4EAk94iR2RAcU84WWIr7kSXqof75HvT2Ltcy8wjJCM+OkT38MvNBJefvRf/T/qGdWLcd9332D2c6/Qdvrorq8RtGAThCIRLR39nW24l3wVzrH0Cxu0yn6UJp2H9Vhm3RWabx6EziceAiGz1ma0gHhISK/shk1/GZxiRmfeq66/E8Kmuwia//T2Fla0NULZWA5NaxXcA0Lh7O0HJ69AWIitmW4/5/L1N7/HnCUrIJW5cG6bNzg0Ajf2f4lX33wbFhZkvouoW+TzR3bhNYJtyZITEzB+bDDGjydXE8ETXrK/QTzhZYivuRJe6on33//93/H67//CMEIy4tRc8oLiCsQvWMaqgSMHdyN0xgLYOtArGrt+/hQMbmPg6EWfiN/Y9wnc52yBgEGRTP7xL2Eb+xxtbKh806bk/UAgva4VtA0/TrAxEy4RU2DpwG0rKjbiUJYkInDyTFjLRp/vw8XfU1sMVX0hpA4O8AoOh7P/GNoPe8PZ4uLzrrJ78LQVInzy090Dmgss2bRx98wRrN+0FWKxmE21P+rq7uzAzYST2P76W0T0U0rPnzqKebNmIDiE/eFJg07zhJfY9g0o5gmvEfievHgT//ru7oGVy+dPw3/808uQWFsN/L+5El7KN3MtXKN8o4rX/veDd/E8y8Vr1y6dBVw84BMSZsTO/nxJWX42cssb4R9LvzAh6+JRCP0mwtqRfu5s0dm9sApbDKElvRs2vVqB5rQTgD+5imJTANZ310Nq1Q/7MPq4mmKPrbXq9ho4iLrhEc18mAhbPrGhp7exAsoqKk0jAL7jYmBtT+8BkQ1f2NKh6u1ET/YVLH5uG1sqeT0sIKDX6ZB86Bu88Zs/s6BtaBWNdTUozc3Ahs3k3mieOLQHa1c/Ay8vclMAecJL7IjwhNcYaDOzH+CDr4/hy7//Hk4O9vjw62MDYn/Y8UPLKHMmvPsPHEBIxEQEBAUbEyrna86fOQ03vxBWxw0XZN/Fg4YGjIujl0Pb19OFi2fOImgO/YKxsjtJaNOIIfUPp41p6dVjgOckWNjS67KhU/RAnnUZ8DGfmy5RXTJcZ2yEQCCgjQvXgqryW/CbEA0bNz+uTROz11N6B1ILHULjFkBkYUnMDteKmzMuYvrs2XB0of+gybXPvwR7VB/enEvH8dKrvyEWbmlRPvraG7BkOf36i+GcO7j7C2x/+WU4OpJ7OOQJ73C7wOxz/oZ3GPwoghvg64G1y364mXqUAJsz4U24lACDlQ2iY6cwOyWEpLPupKNO3o6pM+exZqG5sQ6XEy9jynL6+ZbH93wN7xmrYWVjR8uvlsoiFBeXwXk8/VvBypQL0Nj4w9LJm5YPOkU3mjMvQuA3m5Y8CSFBYwZcxk2HhXR0EBK9Rg1tWQLGLiMzDpsExsPpbMs8j5BxE+Axhn4nkuFsjMTn1HCJ9tsnsezFHSNhnrf5BASoSRSpAqYAACAASURBVGtVGcnY+Dz92orhAM7OTINUDEyPnzvcUtqf7/zsA/z5T/8EK6sf3u6S+OEJLwlU/6GTJ7xPwFehVOPf3tuNabERPxLe8uoG/PWdb/Hff3kVwf5eZn3Dm5l5B+XVjZi9wEzyOB/BuqG+DpcvX8bStc+zdsqp4oUvPvkfLNhKP5cr7eol9Nh4DOQz0vnp72pD1tXzcJn2DB3xAZmGe8noVttA7E4vX0yn7IH87hXAZzptH9gWNLSXQOblCWsPeriy7c9w+rQ9rbDsLEBAPLNuGcPZ4erzjrwkjI+ZBKn76O2W8TisemqK4KjrRPSs0d/+jqvzwJUdqvtNR3EeVj27iZjJtBuXERLki8ioGCI2dDoddn/+Af72t78R0T+olCe8ROHlc3ifBO8g4V2/cg4mR/+QEzqaCG9FeTmuJd3ESoJfNEyP53vv/CdeeONPTNX8RP7IgV0InDab9hjRqqI83C+pgV8svbQIypnkA5/BNX4TBEJ63R7aS7LQ1NwHiQ+9imC9Vg156lEY/M2HABha8uHs6wexx1hW95uUMmqqmlVnEfzj6T+4kPLNVL1Ub+eujNOY8dzTeQNan5GAyZOi4elvnulbpu7X07S+rrwYBnkDFi4j93uUeP4Epk+fisAgehcEw+Hd29uDM0e+wx//+MfhljL6nCe8jOAbVpi/4X0CRKP9hrepqQnHjp/A+i3kXiUNe8KGWbDzq88Qv3QdpDS7KgylPvHyOeid3OAbSi+Htru9FQnnziJ4/kba4eVeOwWtyxhIXOilJPQ1V6MmLxfWwTNp+yC/dRBar1kQiMwjT9NQmwq3ifNgYSejHRPXgorckwhb/iKEozzXVdPXBWVRMqasfpFrCDmxV379eyxevoz2Qy4nTv5CjTy4exv+DvaYOIVcPcHxvV9g2/bXYGtHLw1tuK1pbmpARvI17NjBbu/4R+3yhHe4nWD2OU94h8FvNOfwtra2Yt/BQ9i0lewvKZMjuH/PTkycsQAubuy1fMpKv4W6PgXGxkyj7dqRrz5B0JIXaRf1NBVno7y2GbKwqbR8oMYLF53dA5to+uOFO3IuQ2HhBYHtyPcjNfS3QayohnPs6OrFq1f3Q1uSgIDZqyGWmtfoXFMOlkGvRxt1w7v2RQhFZHqhmuIP22srb53FnNkz4eLly7ZqXh9DBO5cOI5F8xbCg9DetLfKcSfpEl7aTu7tRcmDQrTUlmPdevq1IcbAyBNeY1Civ4YnvMNgN5q7NHR2duLbXbuxxYwnDn1/eD9CIqfC04e9KviSwjxkl5Vgwiz6gxsSz3wPoc8E2vmOiq523L16jlEeb0XSaehkEbCwpzfKtq/6PjrbFBDKAul/Q7AkaZDnwjkoHGIX9vaZJdeGVaNT9kJbdxdikRayoHBYO7mPyvHCvXUlsNd1ImzGomFjHm0LqtMTEDcpCp4BZF5pjzY8zMVfqh984nef41e//xdiLuVmpcNapEP8HHItGDPTU2FvBcydR84GBRBPeIkdkwHFPOE1At/R2oe3p6cHX3z1FV589ddGRDkyS86dPg433zHwD2avkKmpvhZXkxIxeRn91mIFmamo6NDBKyKWNjBpJ3bDLmoxLKxtaeloLc6CvLkXEl96FfWazka0FmYCXpNp2WdLSN9eCalUBPsQerfdbPnBVA81cU3TXgv0NkEkNEAilcLezQvWMk9YO42OzhO9lTnwcLSBb+TIngmme/GofH1eGiL9XBE4Lopt1bw+Bgi0NNSir6oYS5bT/y4ezvylU4excP48+Pj5D7eU9ueJl89j/JhgRE+cSFuHMYI84TUGJfpreMJLH7sBSXNuS6ZQKPDRRx9j25u/ZxglOfHLF87CRuaF0PDxrBnp6+3GoYN7MWvDS7R1NlaXI+3OffjHLaWtoyz9OtoNtrD3pVekpeyUozwtCTZh9G+qm5P2Que/aMR63+q6G2GLNjhNoB8D7Q0gKKjXaaDrlkPX2wKhpgeG3mbYu/vAzt0XNu5+sLSRErTOTHV7bhICggLgHRbNTJEZSfd1tKCvKAVLN2wxI694V+5eOYvZU+PgG0CmmJDqnnB458f445//ShTsM98fxNKF8+EfQH8CpzEO8oTXGJTor+EJL33szJ7wqtVq/M+772H7r95mGCU58aTEK9CJbDAuehKrRj77+B3Mf/FN2kRPpejHyQN7MWYp/R6s7XXlKMzJgXMU/T7DD85TE9eW0S48635wC91qCURSesVzTDZF31ULiaAHsglkXwMy8ZEtWYNBD21XM/Q9zTB018PKWgxZQBgcgyJod+pgy7eh9HQVZ8BJIsTY6U/Pg0j5tSNYunoN7B1HT1EkyT0ead193V0ouHYOLxJMqauuKEVDRSHWrKNfYGwMTgd2fY7Xtm+Hg4ODMctpr+EJL23ojBLkCa9RMD1+kTnf8FL5Ux9+9BE2v/wmwyjJiVO5UR19GkyIpV9gNpR3xw7vRfD0ebCV0p+Kc/HoQThGz4PYlt5tnU6rQcqxXXCLf442gPLcFLT3WUJMs3etpqsJrYUZgCe3w0f07eWQCHshi15CO/bRLEilP6haK4G2MsgCw+AyJhqWNM8RKRx66kuhqbqPqEWrYTdKUjKehEVj0T0EO1sjPObpStcgtf+k9T64m4qxHh4IjySXBpCWdBnBAT6YEE0/9Ww4HKi/o4d2f44/vk22JRnlB094h9sNZp/zhJcZfmad0qBUKvHBhx/i5Tf/wDBKcuI3rl4CxA4In8Buw/DD+3ciKG4uHJzpFXxREd++egG9tt5w9gulDUDe9bNQOwbCxo1e9TjVTqr0+jlIxtPvbtCWdR5K+3AIrWxox2GKoL45B1JnGexDuCXZpvjI5VpVcxm08geQunnAY1wsrOzN5wZSp1ahKz8JHp7uCJ5Mv+80l3g+ydaDC7ux4aVXYSm2NheXfpF+dLW1oCr9BjZu2U40/hPffYHtr78FsVhMzA7VkuxO8jW8RrglGU94iW3hj4p5wssQY3O+4e3o6MCuPXvx/MtvMIySnPi5U8fh6huKgBB6ea6P8+zE0X3wjJoCmbsXbecr8u8jp7IZfhPpjwgeSGvIzoFzNP20huqUC1DZBsLS0ZNWLCp5OdoqSyFwJ1vQo1d0wbKnDA4BERC7BdHy9WkWUrdVQ9NYAKmHB9xCI2HtaD6Fbt3VRVBUZCJi5iK4Bf4wZGc0/rRVl8C+vxFxC5eNRvefGp/Tzx3FiiUrWW03+Sg4JYW5UHbJsWjpCqK45WZnQdfXgWXLydrhCS/RbRxQzhNehhibM+FtbGzE8ZOnsO75lxlGSU788IG9iIidCXdPdsednj91FPbB4XD3pV9k0CFvwtUrVxA851lGANw6/CVkcc9CaEFvBnu/vBYV97JgO3Y2bT9aMk5C4xQFAalb3tYiiNELaUQ8LGzop5HQDnAUCao7GgaIr62dNdzHxcDGhd2zTxcKqldve0EKbEU6hERPHehAMRp/ypNOYsHCBZC503tAHI0xm5PP1YW5cDBoMW0m2TcGpw/twoaNGyFzJttnPDHhPCLDQhAVTb7Ik09pIHuSecLLEF9zJrxVlZW4nHgDq9ZtZhglOfGdX36G2cvXw17KbjHA5QsnYenhD68g+ukIVNQHPvsA4atfZwRAZdYtNCsEcAig34miJOEQhP4zIbK2p+XLDy3K7gBe7KYZ6PtbYdGWD2lQFCTeEbR8+6UKabqaoWkugsRSD7fwGNh5jny/ZGovVJ0t6Cm/Cyd7GwTFzoSNw+gauKHu70NTxjmsecF8J0w+rWe+q02OqvRkbCQ83bOuugJVD7KxbiP5v23H9n2LTc9thJsb+TcyPOEl+5vBE16G+Joz4X1QVIS0u/ewZCWzG0qGED1R/KP33sH6bb+GhQW705+uXzkPrYMz/MaMY+R+wveHIBkzDXbO7rT1UEMoMq+eheu01bR1dFYWoKGqEZIA+sUZPSW30a0QQejAfPiDQdEOQUcpJA6OkIZO4Sw/mDaAZiyo7euARl4CC3UbXMNi4BRAbyQ22yH2t9RBUZkFdy9f+I6LgbX96Lm5b68pg6SnFjMXk38NzTbuo1nfjYNfY/trv4WlFb23WcbGnnD6CObNmQ2/ALIPiVTbs92ff4C//e1vxrrGaB1PeBnBN6wwT3iHhejJC8yZ8Gbfv4/8knLMN9MvfZVKha8++xgbX/ktw134uXjarevoEFogKILZa6j7qUloVInhPobe8IdBz7IuHoXILwZiR/pFdA/O7YFl2DLaqRGUL63pJ6B2joHAkl5Rj17ZDWFnCcRiIeyDYmHpwN5IaNYPwShTSE10UzUUQthbP1Dc5hRCNufaWHj6miqhqMqGq4cn/CdMhUTqZKzoiK6ru38TEQEeCCXYJWBEAzQz45kXT2DB7PmsTs0cKkQuRgkP2m2or0N2ejJeeYWbtwU84SV7qHnCyxBfcya8mRkZqG/pxNSZ9HM/GcLzRPGOjnacPX0ai9ew/1oqPeU6WnUChEygfyNKOd9QWYLMvDL4xDDDsKWiECVlVZBFTKcNaXdtCepKyiEJYtbCrfHGXhj85kIgMv4WhuqpK+xrgFhiCfuAaFg6cd/XlzZwo0xQr1VD1VAAi/5GOAeEwjEkCiJLclXoxsLT21iB/qocePj4wTc8CjaOZHMnjfXrSeuqUs5hwaL5cJDRf9Bkw4+nXUfh7esI8/NHBAcPFzevnseEiLEIGxdJHNbc+1mw0isxdz43vcR5wkt2S3nCyxBfcya8Fy9ehEgixYSJ7A51YAjZj+IlDwpxPzcfsxetYkvlj3oyUm6gRQfGhLe/txtnjh7GmMXMJzgl7/8UrrOfh0AopB1v2dVjA6OCRQwKw6ghCfJbh6GVRUJoNzQRoNYY+tsh6GuCqL8BEs9g2HiOgYWUfB4bbXCeQkFlQyEMrcWQBYTCOTQaljb0crjZhKavuRr9ldmQyZwQMGEK7FzM+5a/+OJ3WLtlK6xt6I34ZhO7p1FXdUE2ZCJgclw88fAU/f1IvngcL21/jbgtysCFU0cxZ+Z0hIQyqwUx1tmnmfB++PUx7Dp88Uco/utPL2Ptsn+cmczsB3jpd38f+DwyPAhf/v33cHJg9/uOJ7zGnsTHrDNnwnvo0CEEjI1EYDA3v6ymQpmafB29GgGiJsWZKjrs+oyU62hh4YaXMnRiz9fwmrEaVjZ2w9p90oKanDQ0dKrgEEw/zYLKq6y4ewe2YXMZ+UIJdxYmQ9nWBK2NNwQGHSAQgCK6QmXbwLhcsZMnbDwCYeUWbJbTwhgDMIoUKJtLoad6+bp7wi0iFmIz6OVLdQ/pr86Fg50E/pGT4eBBr9c0F9tQdPorbDHjiZNcYEDCRlNVGZR1FViych0J9T/TmZRwBhOjxmNsOLPaDGOd/eaTd/F//vpXiEQiY0UYrXtaCa9CqcaX353GtueWDpDY8uoG7PjTB3jnL69icnTYwP//9Z1v8d9/eRXB/l44efEm0rMK8R//9DIk1sa/iRwOfJ7wDofQMJ+bM+H94ssvMWv+Mri40S+4YgjPE8VPHD0I//AY+PixX3iQkXoDco0BoVHMb7dTLp+Hwt4XMr8QRnBo1SqkHt8Nt/hNjPRUp16AyiYAlo7M20bplD1Qt1RBq9FCIDDAQiyBhb0rLOzN/3U1IxBHqTDVy1fbWgEbOzE8ImIhkY387aqirRH9NfmQCLUIiJzEaFALqW3RqBRoSD6GtWY8dZJU7KT0cjVcYtB/eVM9cjOSsWUrN2026+tqkXvnFl5+mRt7VJxPK+F99AxSBPjf3tuNabERA7e8FMGtqm3CH3ZsGFj6KAFm6wzzhJchkuZMeN955x1s2vYGxNb0CpQYQjOs+JeffIgl67ZCQuBV453UJDRr9KwQXjYGUAyCUZqeiA6DHex96Q/aUPd2ouxmAiThi4fFmF/wdCKg6WyAurEQNhILuIfHwtaDeecNpkiputsGiK+wvw2BUVPhHszNLZyxfut1WtTdOIw1LzFrM2isvad5nU6rxZ3Th7Dt1V9xFub5Y/uwctUKuHswf9A3xuk7t2/B0cYCs+cwf5tmjL1fEuHt6OrBG//8Ed7esWHghpdKd6B+Bgnvo58bi99w63jCOxxCw3xuroSX6oDw3vvv45W33mYYIRnx3t4e7N31LdZtfZOIATZveDtamnE14TKC5zJv76bs6cSdhJNwjVvLKO7mvDS0dxtg7WUeLawYBcML00ZA29MyQHythGq4j5sEqdfIT7jTKvvQV1MIbXMpgiZMgUfYRAg5eiU8HJCqvh7I089i9VZuckCH82e0fn7r+HfYuOEFSB24aVVX9qAA3fJaLFtFv7WjqVifPrYfK5Yshq8fdw+TJG54t36TaGrorKz/7rXHF/o9SnCp/w/w9fgxp5cnvKxsAftKzJXwyuVyHDpyFBtffJX9oFnQWFleitvpmZi/nBnxe5wrWRkpaFRpERIZw4K3wIHPP0LYyu2MCs4GHSlMuoB+ex/Yuvsz8q3o3D5YjVkAoZWEkR5eePQjoOvvhKq5GJbqdnhETILUb8yIB0XdqPZW5UJVVwi/iCh4hcXASjLyhWPq/l40pp7C2m38TS+dQ3I/8QKmx0yCP8OhPqbYPrr7U+x441ewlnDzXTfQf/eLD/C3f+Wm/+4gFiQI7/Z//8gUqFlbu/Pffz+kLorcNsnbf5Kfy9/wsgY7WUXmSnhLiotxK/0Olj2zniwANLXfvZOG1i4loiezX7BGucRWW7LB8K6fOwmB13hI3Zm34+ppbUROyg04T1pGE70fxBRtTSjPSIFtODctcxg5ywtzggDVy1fTWAgLlRzuEbGQ+pvH9Lue6nzoW6vh6uEB74jYER9ioVb0QZ5xEc9seYmTfXlajJTnZcFJYMD0WfM4Cyn7TiocbC0RN4N8F4jBoKgLmfqKB1i/ntu/nyQI757MGs726mFD2yb//GZ8KLJLyfA5vCOyRaYbNVfCm552G7XNHZg5xzzJ0PEjBxEQQaZgjdrF28nX0CGwQDBLN7yFd9NQ1qaC97jJph+SISTyEk9B4xIGibMnI30N95LRrZZA7G6enTgYBccL00ZAr1YMEF9Bby3cwmPhFMxscAptRx4R7K0vgaauEDI3N/hExDKaYMjUJ6qQrezSPmzY/iaszLTOgWmMbMpzXaRG+a5Rq5FwfC9effM3bIYyrK7rl89j/NgQREXT76gzrJEhFjzNhPfRW9yHw+e7NNA5LSMgY66E98L5c7C0d0ZkFDuv9NmG9qN338H6l9kfKTzoZ0rSVXRbiBE0jp0vrNaGWlxPuoXg+GdYgaK3tQnZtxLhPHk5Y32FZ3bBOmIlBBaWjHXxCp4uBAxaDVQN+TB0VcEjPAayUHZ+H5iiRPXyVdcVQObkCO+waNi7cVOI9KjfBoMBJRf3YuXGzbB3lDEN66mWTz2+D1teeAVia27SCigwb1w8ialTJiEohNsUnb1ffozf/e63kHCUQjF4cJ5WwjuYk5tXVPGT35Hl86f9mNrA9+EdBV8f5kp49+7di3ExcfDxY5YnSmILmpsacP7ceSxf/yIJ9QM6b924jF4rGwRGsDOelfrDeODzDxGxmr28v4LrZ6F0DISNG7P+pVRv3qrcbEiCZhDDk1c8uhEw6HVQ1uXB0FoC93GT4RJmHg/CirZ6KKvzYGttOTDEYqR6+VYkHsHcRYvh4ukzujeakPeFaUkY6+2FcSy0eTTWxYrSIrTXV2DFaubFwsbapNYNtCPLvIWXt3HXjuxpJ7ym4E9yLd+lgSG65kp433//fTzz3FbY2bE7qYQhXAPiWZkZqGtuw9SZ5PLAkhMToJDYIyCcvfGTl08chjh4MuxdmKUhDGLY39mKrOsX4TKF+aS55txUdPSJIPag3+6Mjb3ldQB6dT+0ve0wqPug16hg0KoGYBFYiCG0FENgZQcLOycIrWw4h4saLEIRX33LA3iMnwyXscxGb7MVgLK9CX1VObCTiBEYGTsixLc+PQEToyLgG8p3Pnl4X6kuNXV3U7B+8za2ttsoPfu/fA//9Jd/NWotm4tSkhPh4+qIuOncXyA8rTe8bO4PE1084WWCHgBzJLwajQbv/P1/8Oqv/8gwOjLip48fhWdQBNEq3xtXL0Bt7wT/seNZCyI/IxWVXTp4RbBHEopuXkSfjSdsPZgP3yi7chTwmTYwTpr/4Q4BqlBM21kPTXcrVO0N0On00Fs5wiC0pFgu9EKLAWeEei1g0ECgV0Oo7obIQghrmdfAkA8LR2+IrJlN8jMlYuqNBUV8BV3VcBsbCecxE00RJ7ZW2dmC3op7kFpbIGhiHOxduU11qMtKxBhfd4THTCUW42hTfPvUQaxZvR5OMu6G0dy8eh4TxoUhLIK9729jcT+85yu8tPVFyGTcp7jwhNfYXaK3jie89HD7UcocCa+8uRmnz17AyvWbGUZHRvx/P3gXa17YASsrMRkDAG7euAKVrSN8Q8NYsyGvq8bN25kInL6UNZ1s9eWlHNIqelF89SRsIley5h+vaGgEdP1dULVVQ9lcAa1KDYO1C7RiZwispRBYGDfoxaBVwqDshoW6DQJFKyysxZC4BsLK1R8iiQNn0CvrcoG2EnhMmAqnIPMobhu48a24B0epPYJi4mDjyB3ZairIgJtYi8lzFnG2B+ZqiBq642opxORpszhzsaayDPXl+Viz7jnObA4aam9rRdqNS9i+fWTaefKEl+yW84SXIb7mSHiLCguRnpWNJSvJ9LhlAllbawvOnTuPJWuYjdcdzofrl89B6+gKvzHstWXS6/U48MXHGLd6x3DmTfq85PZVdIocYe/NvNNCV00JGsoqYR04xSQf+MXDI0D1lVXLy6FsKoda0Q+txBOwcYVAzE7akEHVA/S3wkLRALGNDaw9gmHpGgyh6IcbYpI/VI6vqj4X6KyCZ+QUOAZyf7M2VHx9rfVQVtyDp5c3AibNgoijwsy2ikJY9zYgfhk7Raok946UbmqaWvLhb/Hmb/5MysSQeg/v/Bi/+u3bsLTkvgh3JKarPQwCT3jJHjWe8DLE1xwJ7+3UFDS09WBGPHcjEY2FMTsrE5V1TYibvdBYEVrrEi+fg45lwks5cuXkUVgFxLBaVU61R0o7fQCuM9jp+Vh3JxF9QmdYOZtfwSKtzRxhIWqog7LxAfrkNdCLXaC38YTAmuyEKYOiE0JFIyxUrbBx9x/IzRbZkLVJwWzQaaCozYWwpw4eUXFw8jePnHCqnZmy/C5CYuPgOZab9Iuuplr0PkjFqi2vjPAJHBnzubeuISo4GGPHsVP4a0wUaUkJCAn0G7HuQkf3fYvnNz0HV1dXY9xlfQ1PeFmH9CcKecLLEF9zJLxnz56BjZM7xkWaRwuihyE+c+J7uPuPQUAI2T+kpAjvg3sZKG7uhU/kNIYn56fiVfdvo6lXC4dAdl4pl14+AkHgbIgsjXu9zmowT4kydUc9lPWFUPb2QGfjA0iZddOgDUtPLSz66yG2s4fEexwsHdkpmnySP3qNEsq6AliomuEVPR32nsxzzGnH/5Bgb0UOhJ01CJu5GLYyNzZUPlEHlXJUdf0Y1m7dDokZFgCTAqCrTY7K9GQ8xyHZr6uuRH1ZLp55diOpsJ6ot7VFDip3+K03yYy7NyYonvAagxL9NTzhpY/dgKQ5Et49e/divJm2JPvko/fwzKbtxHs5Xrt8DgYnN9YrrjvkTbh6+QqC57LfKif5wGdwjd8EgVDE8FT+kM9bcu0kJOP5fF5TwVS316K/JhcqrWiA6ApsnE1VQWS9vr8Vlop6iEV6SPwmwEpGvoWWTtkDVW02rEVaeEXHMR6UwgYwmr4u9BbdgqevPwJjyeeWGvR6lF45iPnLlsPNa4QeetgAzgQd966cxfz4uXD3ZD5Z0lizB796H3/4818hEAiMFWF1XXpKMlyk1pgVP5tVvaYo4wmvKWiZvpYnvKZj9hMJcyS8H3zwAVZueAH29uZVrU89QZ84fhzPbCLf3/BawlkYZO6sE15q8498/SmCFm2ByNKK4en5qXhTaR4qqmrhFD6dFb099eWoe1AEa74/r1F4qttq0VORBY3eEnqHYAisuSscM8rB/3+RXtkBUXcVrIRa2AXFcEJ8tb2tUNflwl4qgceEOFjZO5niMpG1PTUFQEsFYpash4WY/JuMypRzmBwTBf8xT3fbsobKUqgbqrBkBfsP9Y87CIkXTmD6tCkIDGZex0D3sB3a8xW2jVB3hkGfecJLd/eMk+MJr3E4PXaVuRFenU6H//t//xuv/fZPDCNjXzz7XiYqa8nn71KekyS8NxPOQuUYAJlPMOsgpZ/aC5uIebC0ZedhRV6Qjo4uA6w82etWwXrQI6xQ29OCnrJMKNQCwDGYtSI00mEZVN0QdlaAmoprFzR5oL0Z6R9NZwN0LcVwdHWBe2QchBwVkT0uLk1/NzruXkDU3GVw9CSfs16TeQ1j/TwQEfv0ti1L+X4vntu0FXb23DzwFeXdh66/AwsWLyN9fB+rv6W5CbdvJOD119kbLEQnGJ7w0kHNeBme8BqP1ZArzY3wtra24vjJ03hmwxaGkbEvfvrk9/DwI5+/S3lODZ7QODjDJ5j9XOHq4nzcL2uAbxT7jck7G6qQl3UXLhMXsLYB1bfOQC0Ng4WUfM4ja05zoEin7ENfxR30d3VB7xgKgYT7vptshKnvb4NFdxkkDk6wDZoEkdiWDbVP1KGSl0HfmAP3cZPgbAbjitvzkuEfGACfMPIFVg15afCwFWJyPLnBOcQ38DEGqgqyIdWpMX02e98/T4qlr7cbV08fxuu/+u1IhTxgN+P2LXg5SzFl6sg+yPCEl+wx4AkvQ3zNjfBWVlTgyvUkrFpnfj14d371ORaufh5i6kqK8M/N65fRJ7ZFYAQ7RWAPu6vo68Wpw/sxdgmZ0cjZ185A7zYGEhl7xUnFCYdgOWYxBAIhYeRHh/r+6vvoqS+F1j4ULybq3AAAIABJREFUQnuP0eH0MF4aeptg0VM+0N5O4kee+FHuKGtzIOytgXf0DNh5sf/Gw5SN6ShKh5vMDiGxM00Ro7W2pSwPNgo54pcyn5JIywFCQjcPfYvX3nqbkPafqz13dA/WrH0WLq4j+zC+/5tP8cYbr8Penp0Wg3QB5AkvXeSMk+MJr3E4PXaVuRHe3Jwc5BQWY4GZfRF3drTj8KGDWPM8Nw29b99KRLtBiJBI9qaiPXwILh7dD7uIWbB1Yr99jaKrHRlXzsA9bg3D0/kPcerVb0niGdiMX8GaztGoSN1Wg64HqdBSXRecQkZjCMP73FEOK2Ud7MfOgJWMfJEV1dFBXXcPdhIR3COnwspu5PJ7uyryIBWpEDGD/A1lZ2M1NNXZWGKGlwvDH5KfryhIu4Fwbx9ERJH5znzUYlZaMtxl9pg0lZ2aBToxUzJ1NdUovJeGrS+9RFcFa3I84WUNyiEV8YSXIb7mRnhTU26hsb3X7HrwFhfm415uIeYu4eZG5G7aTdQr/j/2vgO6revKdqOQKAQIohFg71US1btk2Va1LMuy3GInTuLEjlMn8ST5P/MzmSR/zfy0SZzYcdxrXGTLkmzLki2r9y6RktjFXgASRO/9r/toemRZEgEC7wGQ3lvrLUrEPfeeu+8FuHHeuft4UTWdnkdUTaeO4uKIB3mT6SnwcPHEPhj9AmQWxe+AjF3Xjd5z5yCupP9ke4xvq7ibhwN+2FoPwu30IaSsBYfHvKh93Cd1jQ7DQR94phaIMtIhrVoMDgPFK/z2EQT7T0JRUAzNlMSRGIeuE3xLD6Yvj98XxqtB7RjRw9q4H2u/Sv9BXDr3j91iQvuBHXjwG/EtqnM1n3UDfei8cAJ33/9VOqcVUd+7P/kIU6rLMXVa4mU8WcIb0ZJNuBFLeCcM3ahhshHej7dvB0coxdQZs2OcWXzN9+7eiQBXgCnT6SGIl3vbcOooOkwW1M6Of54tGcsyMowd2z9G+a33xBeoS3rb89rfkLP0G3Ht39ByBkaDHYL8+Kd6xNXROHbmHWqHte0E/IpJ4GZo4thz8ncVdg4hzdyIzIq5EGiYiWiTIh3h4SYUzL01Yfq9rpF+hPrPY/Yaeis6Un8D7Bboj3yAu7+dOP3WWHfiyU+2YOmim5FbQP/BP+Lrm8/9GY///N/A5SY+xer5v/0Bv/rVr5LCF5bwxrqTr23PEt4Y8U02wrthwwbkl9WgrCL+h7Vigeqtf76K2hkLoc2j/xEr8bOx/hSaBwcxef7Nsbh9Tdv3Xn4OeYvvQrqInkNCOiJT1tkHxaT4RssGTu2DgyNHuqKQNmySoeNwMAB760G43EGElZOSwaWE+cAzN0EkSoOkcmFcdJ7HmwiJqHu6j0OSwUfe7FvBSxOMZxL3171WA/zdZzH79vvi3vflHZJqifrDH2Dd11OvKttgZxuCwwNYfhszZZR3fbQRixYsQHFpYnO+yRq2NjfCONiFu++mL3ARzeZjCW80aEXfliW80WP2BYtkI7zPP/8CZi++FVoGBcMjgfAvf/wd7nv4h+AzVB+9tbEB9R2dmLp4aSTuTajNqf27YAhLkV0+eUL2kRid+OANCCoXIF0aXwWBzt0bEdLOYqRcbSTzjHcbKle36SD86mngCOOLXbx9Zaw/jxlpxrPIrL4J6Upmvnj6LIMI9Z9E7vT5kOUz/yXc57LBdW4X5t9Df8pBMOBH947Xcd9j/8LYksZjoL3/fAaPfv+n4PP58ejumn1cqD+BtJAPS26lP8c6kslsf/9dLFk4H+UVidP/vdRPlvBGsmoTb8MS3oljR1kmG+H9+9+fxrI16yHLStzBkcshNY4YsHHju1j3AHPRj+6ONhw9ewbTl9Kn7WgY6MWBwydRvGBVjLvo6ua24QHUHz4A9ezb4j5G0/vPQ1h393Wn3GBvPwqn2YJwduJz8uK+aHHokDfSAHGWHJJyevLbr+Sit+cEJMIwcmcvA5eBfOJLfSBVB+31n2DBvY/EAb1rdxHwedG7523c+8gPaB8rHgM0H9mLqoIC1NbNiEd31+zDNDKMk/s/xje+zUye8HgT8no82PTmS/jpT5lTpRjPJ5bwjodQbK+zhDc2/JKO8P73n/+MtUlWZa21pRGNzRex4JaVMaIdublBP4htO7Zh3lp667K/88LTKL71K7RWemo9uhs2vgKSnJLIAYigpc9hxcV9WyGadHsErZO/SSjgg/nMR/AIC8DNpL/sbvIjcg0PbQMQ+vqRNe12cBgqHuE3DyDYdwz5s26FNK+UUfi8dhMC3Wcw6zb6H137vR4MH/sQa7/6MKNzjHYw07AehvrjuPP+h6I1nVD7Ta89jYcf+S7EGfSkgEXrVP2p4+AF3Vixkr6ARbQ+sYQ3WsSia88S3ujw+lLrZIvw/uEPf8C9Dz0KkVgc48ziZ37i+FEMjVgxeyF9+bSXe+tyOvD66y/g5q/QG1U+dWA3hoMZ0FRMiR9gl/VEokaH3n0ZmpvjfwDHMdSDvsZGCEvm0+Y/Ex37LTqYz++BXzMH3HQJE0Nec4ywz4mwXY+wcwRhn51qy0mXgiNRgiPJASc98X/0wz4H0g0nIZt8K9JkzGkRk2hvllwM7VRm1UK8ViP8HUcxey39RXmcpmG4245g5T2JVyG42kY9svFV3P/gN5EhiU9Vx2u9IY7v/xS11eWoqKpN+HtzzIGNb7yE+++9BxpN8hxkZQkvvduDJbwx4ptshPc//+u/8NCjP0J6enqMM4uf+a5PPwFXIGVM33HM86ee+H9Y9o0fgMPhxG8yl/Vk1A9g9+59KFuyjrYxSMd9F06i32BFVsWsuI9jbKvHsN4CYQEzxQriPQGvvhWWvg6E1NPj3XXU/QWNHQgPtwBeJzh8KThcPji80QNb4aAXCPkRCjgAoQSc7GrwFMxGOq80oTRjA6T5ZRBomMtjJMoZaY5elNyyjtEUB49JD67uAqaupD/Sa+5phdQzhLlL45+OFPXGvMyApDJUFxaiZgr975mO1kbYDf1YtYaZQ3GRYDMyPITDu7fju9/7XiTNGWvDEl56oWYJb4z4Jhvh/c1vf4tHf/TzpJBYGYN286aNyC1ipqTwpcv56ot/R93KdRDTHMF475XnkLdwHdLF9EYWj2x8CdLpq8AXxj86qDt7ANagDAJlaik3OLtOw26yIqyMn15xtB8JoaAf4ZFWhAfPgcPPAlcgAyft2k9Ywn4nQj4bwn4LOLl14KiqwE2gNjDP0gyJXA5xEf0EaAzfoNMMb9tulC5ZA5EyflUFx1s/R38bZGEbKufTf3BquOkESrMlqJqWPDKR+p4OePo6sOoO+km/x+3Cxxtfxff+5V/HWxZGXz+0bxcKtUrMnZdcT7ZYwkvvNmAJb4z4JhPhDYfD+M1vfovvPv6LGGcVX/PXXnkJM+bfArU2N74dj9Pbpndeh7ZuNpTaPFrHbTiyH30uHnKq6SUL5oEuNJ49DeU0ev5Qd+55D6HsGeBlJM+Bx2stnLO/BVbDMDhy5iKTl/sTGm5GSN8MLkcIrmRipC3k0CEYdoOXMwlcdTWte/VanXMsHZBpsyHSVjLqg7fzEPIn10GiYUYDlkzO0nwUxcV5yKmgX4+678BmLFm+AnJ14h+dk78RRze+im899mNG1vjj917H7XfcgWzNxN4bdDn56jN/xU9+8mOIRCK6hphQvyzhnRBsERuxhDdiqK7cMJkIr9/vx5NP/R0Pfiu5HtM8/eQTWLX+a8iQMFunfPfOjwBFDvJK6SVEFuMwdn26GyWL6a8id2HPh/BmlUCcTY+sVPMHL0Ew+U5GtFpjeevZWg7C4QyCo2Re6or4HbLpEOo5DA5HDF5GfP6YB52DCIfd4BYvAlfKXE7tF9bB1AapNA2SivhqP4+31t6Og8ibXAeptni8pnF73VS/C1PnL4ZESS8RJYUpbPWf4rYHEn+I7cTWd7B61R1QZdO/v84ePwhlpghz5i+K25rFo6Oerg4MdjRj/T30R7ij9ZclvNEiFl17lvBGh9eXWicT4SXO/frXv8FjP/nftOatRgMZiSg88/cnsf4h5qVoGk4dQ4fRhNo59H/gfvT265BNWQJxlioaeKJu63U5cGrnh1DMpEduLej3onXnZohqkufk8uUgEdkxh5sHZNJD+sdblGDPUYRtBvDEOVSObjyvMMnxdekBmQa8QuZkwy6dA9fZD4kojIxSZqoijo1NIr0ls+ZDIKP3PTQ2nt9pg7t5L+aui281wyvth+HmkyhVilA1IzFrSny6cHAn6sorUVlL3wHbsbnrB/vQcvYIvvJV+rGN9v2386MtmDW9DrWTkq8YDUt4o13N6NqzhDc6vJKe8CajSsOf//g73M9g0YmxRdL192LX/j2YvXp9jKs8vnlHYz3Od+pQMP2m8RvH2KL7zCEMOcPILKHnDxeR92r++B2IJ6+J0dP4mzv7zsFqMIOjYPaxO5lJ2GtDsHUnuHwZuCJl/Cd3SY8h9wiCITv4FcvBETD7ZIS4wbVeRKZKAVEes6TA0/IJyhavQrqEmbQaS/sZ5KulKJhMb45tOBRCx/aXcP93f0Lrvrla590XzkKGAObTWIjn0rG3bngZ3/z2o0hjqNBQpKAGAgG8+uwT+NW//ypSE0bbsYSXXrhvSMJ7sr4F3/zJ7ylkp9SU4pnfPw657Mp/VDp6BvHY//ozdEPGz1fiUptki/A+9dRTuHX1XVAomYmSRLI9n37yr1i1/kFG5G8u9Yd8uD379H9j2dfpr3EfCoXw1jN/Q82d34kEkpjb7P/nU1Av+So4NNWiDwUDaPv4DfCKFoMvSY5KZX6rHsamEwjn0EtOrrQ4IWs/Qt1HwZOWMlaoIxwOImjrArdkAbgyevPQrzRnvuE05FVzwM/Mjnm/RtpByO9B8OKnqFzNXGRweP+buOnB79P+VGzw9G5Mn1SJ/HJm87SNun44O1uwYg39X/zJOh/d+wnKSwsxZSr9xSwi3Vdj7c43nIHfbsTta+6I1pSR9izhpRfmG47wEgL7y9+9gP/6t0dRVpSLzdsP4NjpJvz259+CSPhlKa/L21++HMlGeF988SVMn78EuXnJI7z/4vPPYsGtq6FQMfeHc2yd3n79BZQtXIpMBf1fAE7s2QFTmhLqEvoVA4baz6Ojuw/yGvpyLUk6StfezfAK8yDMSUyu7KXvt+Ej7yCQPRcc/qjMF1NX2GmkIrt8eWIwCJhbwKteCY6Y2S8e4YAHQtNpKOYwm+voG26HPCOA7Mn07e1L94656TDKSougobFEOBnPbtAhTX8BC2+jV8LwC3MbGsDQ+VNYdy8zxSUG+3rQ0XgS936Ffq3jibz/t7zzOtauvg35BYlJhxrPZ5bwjodQbK/fcISXENzuPj3+9bH7KOTGI7TjvZ5shPett95CcdUUlJTRe1Armm335j9fxaQZC6HNY/5DZt/ObfBK5SiqmhyNyxNqaxrSYc+u3ShZcteE7KM1OvnhG0ivXIR0SVa0plG1H2o8AUNXJ4Sl88ET0S9SfyXn3IPNMA3qwVUxGx0L2QYR7j4GnjS+Ve6iWgAAQVsnOKULGT/MxrW0QabVQqhljuyTL1q+8++hmqGnJW6jDkJLF2qX0JMXP7bWbpsZ1vpduP3Bb0a7/BNqbx7SQVd/DOu/wly0/L1Xn8a3v/O9pCp8NAae1WLGJx+8i5/8mBmFioksGkt4J4Ja5DY3HOH9y3PvUuiMEV6z1Y7v/eIJ/PSx+zB72pf/mF6e0nB5CkSyEd4PPngfEkUOaqckTxGB9ze9i5ziahSVMZ932drYgHMdnZjCUO7atrdfhaxuKUQy+qNxVn0fLpw4AsUM+ks2u80G9J3cjWC6CsKimZF/wsSppeX8HjiRBa40PooIkbhFiFfg3HvgS0vA4fAiMaGtTTgURNDZBd6Ue2h/9H7pJAjhz0x3QlpNf276peN6mkku70qkS+l/H5FiFBzdeUxbeS9t60c69jisMJ78GGsforf6IxlrqLcLI81ncfdXmCHXZMxjB3aiJD8HU2fEvzhOPBbm+OEDUEjScdMS5ip+Rus3S3ijRSy69jck4S0u0GL96tEP8PEI7+VwEsKsHzZ9ngKRbIR3/759cIV4mDaD+TzHq229A3t3ISzIRFUt/ZqXl/tgNhmwfcc2zFzFTP5aV9M5NPYMI2cKM4LmLYd3wCnOg1jNTAqLtbsR+saTgKIK6Vrmoq3Wxr1wcNTgiuk9LPYFsuexIdi+G2kS5qSyrvXx7bd3g1e1jKpayNQVco5ACiMyJzFLEnw9x1AwaQoj+9pt0kFo6kDtzfQe0nTZTHC3HMGK9ffTunw9zeeQ7rLjlmXMVXgzDA3i4rmTuOteeucWC3CbN7yGrz3wFchksli6odWWJby0wovrhvBe6XDZGHSXRmWjjfBeDj8Z50//2IDf/Z9HqYNuyUZ4G+rrcb7lIpauovfDO5pt2XmxDcdPnMYtq5l51H+5b6+//DQmLV2LjExmPujeevovqFz7HUYicU7TMM7u/xTK2cytN4l8mlpOYKSzBVDXIl1dHs12mFBb70gPzN0XEVbVTsh+okYhpwnB1k/AkxSBO071tImOMZ5dyO9C0NEDXvVt4IqZUS8Y84kz0gh5SRUESubSkYIeB9B3COUrHhgPmri8bm0+jMqqaigKy+LS39U60TWeRJlSgJpZ9H0Zbj97HAKPEytWM5cnTOa7Y8ubWL5iZVKdHbl0HXSD/ThzZB8eeeQRWtc41s5Zwhsrgte2v24Ib6QwRZvDm2qEt7+/Hx9s3Yb1DzCXtzUe9kQt4cm//BEPficx5SWP7N8FCzcNpZPprYQ2hsO5I/sx4E5DdhUzaSVN+7bCnVkEcTazZYGDPg+MLadg7u8CVIT4lo63FWJ63dXfCEtfFzg5zKZUhD1WBAfOAA4juGlZ4AjltCs1EIWGsMeCkN8MSFTg5c8ER8Bs/nRYdwrywnKI8ug/hHnpxvDrzkGTp4asiP4vNyPnDyBPLUfprMUx7c1IjPsOf4ClK1ZCKqfnKUX93k9QmqPFnPnMpp/0dl2EabADq26/MxIYEtLmwO4dKC3QYvacxOkgRzJxOgjvf289GsnQcW/zszvo+2I3UWdvOMI7nkoDIcTvbt33uVTZjn0nUF6STyk6kOvyCHGyRXjdbjee+Otf8fD3Hp/onqDF7q3XX8Wk2YugyWHm0fulkyAnh3cf2ovZDKU1uOw2fLxlE4pvHT0YSfflNBtwdu8OKOcwF+W9dE4BjxPGttOwDhkQlhYgXUPfgUmvoRuWzvMIqurA4X1ZVYVOrMNuE0LGboSNFwHwweGJwE2XgpOWEZdhw34nQj4HwkEXwAkAyjLwFKXgiJiN6oYDXvCM55BVNhUCFXPlfgmIXl0TlDI+1JPoJSbky5q9+TBKayZDU0r/gTxDZyOyw3bMWLI0Lnvl8k6ObX0XC+bMR2U1s7rJxI9PNr+JlatWIieX+c/2SMF85Zm/4vEkLCV8uf90EN7/+NMzkcIU13b/9+fJVfGVTO6GI7xk0tfS4b2c8F7altjevnTeFyTMko3wEh//8Mc/4N6vPZpUJ2XPnDoO/YgVM+YxG30Yewf/48k/YskDj4DHj29lrKt9QhzZsRVOWREU+fQ+Jh0bv/ngx3BJChjJebzanP1uBywXG2DqbkVYWQ1BDj2RQaLHa23aD78wB5DTR66v9ekfcgwjZNcDtgGE3XZwScW1MI8ivxyeAOClX5WQh4M+IOhDKOgB/ITcBhEKBcARZYIjywVHogVXwryEHzVfczvSvUOQ1S5hVH+XDO3uPAZ1fi7UND4ZIV/OPP2NCI30omrBMmTl0p+fTVKAeve8jbu+/kjc05x8HjeObH4D6+9+ANna0aAMk9ewfgAXz5/A+nuZST+ZyNx6u7vQdu4kHvr61ydizqgNHYT36EULo3MYG2x+Ob3qQROZ1A1JeCcC1NVskpHwvvzyy6ibsxh5+czl3Y2HaaLTGnZufx9cTT7ySplRiqAkynbvRslNzOQtW/W9uHDqOBTTlo+3FLS/Tiq1WToaYOxoQVCah7TsKnDTxXEf1913Do7+VgQEGoTlZbSnGVxtAqGgH/BYAI8NYbcZYffov6krFACpskUuUiQkzOWDQ/4jzKQitxxxFjgCGUD+zU2MEgRRgOBYOsH3DUOaXw1hPv0Sfpdj6W3fC3VRMZRV9BQrcBkHEdS1geM2o2DSTGgrmTtA2/bxa1hzz/1xT2UY6ulAf/0J3PPANyAQCOP+/oqkw0O7t2FKbTWqapiPLEfiH2mz+5OPMKW6HFOnTYvUJGHtWMJLL/Qs4Y0R32QkvFu3boVQpsLkOmZyViOFcMf2rRBlaRmp5X65TxdbGnGmpRl1S1ZE6m7M7XZu3oC00lmQqpiR0jr5wesQVC9BWgYzh/MiAcjadR6G1gb4+VngZ1eDL41v/iIhm97BZjh6mxBMVyCUkcd4gYarEuFQCJyQHwgFR5tweQhz08ClqTpeJOtxaZuwywSucxA8vxGSwkkQ5FSDy0uLtpuY2nv1reBZOlAwdymECm1MfV1u7HfZ4RnqQkDfDoU2B9klVYw9cRnzpXvvJqxevx6iDElc59Z6/CAEfjdW3cFsUZBLJ+H1uLF1w0v44U9+Fte5xbuzF578I375y1+Cx0vMF8po5sMS3mjQir4tS3ijx+wLFslIeE+dOIGeISMWLL4lxtnF13xIr8Onn36K5WuZl67x+Xx4+82XMXfdg/Gd1DV603V34mRDE/JmMrMOpPpaZ3c/smqS77CAU98FY1crXFYrIC+DIDv+qR7e4Q64de3wOp0ICNTgSHPBSY9Pfi1jm4bmgcI+J8L2AfA9RggkYohyKiHIpvew4ZWm5LcMIqSrh7KwBOo4V1RzDrTDP9QBftiDvIopUBVXIV0cX8I53jKFgkHoT3yMBYsXQamNX1lon8eDMzs2Y9a0mZg8LbHSkw2nj0IpFWDWHGYq4o2H+ZVe72hvw8hAB9atY+ZJ20R8vNSGJbyxInhte5bwxohvMhLe3p4ebNuxE+vuS77yjh9sehfakhoUlTKfe/nR++9AWloDTQH9eXtj22rrmy9ThSGEUmbymQ69/RwUi+6Le65gjG+Tz8291hFYe5qpPF+OvBQ8VQV4wviSkYDbCr+hG66hDgQCQFCkAYRKcITJE/mOF56R9ENUJjheI3juIfB5HIi0ZUhTFYEvYh4PQnRh7kCGOB3ZUxYgLSM+yhMeiwHugVYEDJ0oqp0ORUEZpGrmc1rJetiHBzF0YhtW3vsgspTxy8Ue7GpH5/EDWH/vVxNSpv3SvUbykt996W/48c9+EckWTFibnR9twazpdaidlLwpFyzhZW57sIQ3RqyTkfCSaOYf/vgnPPLDn8Y4u/ibW8wmbHj7Tax78NH4dz5Oj+3NF3C6tQXTGExr6G1rxJnmThTMvJWR+XadOoBhLx+ZDEg6xTKhUDAAe28zTF1N8IXTAVkJ0pXxVwQIOEzwm/vhHu6G3+VEUKhGWKgAR6wCh+HH97HgFY1tOOhH2DUCjtsEnm8E6aIMCLOLkabIBz+DWcWHMb99I92AsQ0SuQyK8qkQKWNP86H2UF8rvPqLkGVlUfn56lJ6DkpGiv/A2YPI5Lpx8+3xjSg2Hd0HcciPVWvujtQVWtsd3/8pSoryUDeNWYnAaCf17BO/w29/+9tozRLWno3w0gs9S3hjxDcZCS+Z0t+e/BtW3HEvsuT0l+aMFsJdO7YjLUOBqsnMHiIIBoN45qk/Ydk3vh+tyzG13/zKs8hZtJ4iHnRfbpsZpz/9AMp5zArPxzIvt3EQ1p4WWAd6EJaXgq8oAo+G6GPI64LfMgD3SD+8xgGEOAIEhSpwhFmjB8j4glimkTBbIiNGJNPCXht4HgN4YR8EyjwIlPlIz8oFVxD/A4ORTDbkdSIw0gmOZxiZSiUUZVORnhn755FruA/OwYuAw4DcsirkVk6GWBbf3PBI5ndpG/NgJwxn92HOwsUoi+PnmsthQ8POrZg7ay5q6+g50BftXId1/ehuOo21dzOfmhaNr20tTTD2d2L9PYnLc47GX9KWJbzRIhZde5bwRofXl1onK+Hd9N57UOaVJOXpWfI47O9/+zPu/eYPY0Q/evPtH74HUUEpcorprw425l1X8zk09QxDO5mZ3Nrzez6AX1UFUZwPAUWPdnQWRN3B3tsKU3czvH4OOLIipKlKwOHRIyVHRX9tw/CaBuCzDCMEHiBUIMgTj6Y/ECLM4UY3CZpbh8MhShGCpClwQ25w3UZwOSGkyzQQKHPAz9QkLIo7NnWvsQcwd4EfdkNZWgNpQRX4MZJun80Eh64TXn07lJpc5FXUQlXEfFrU5ctLKh2OXDiMPK0KMxbdgrT0+H1p6jh/GqaLzViz7j7IFSqad1Zk3ft9Pmz+5zP48U//d2QGCWy1Y+tmzJs1HdU1iY36RwMBS3ijQSv6tizhjR6zL1gkK+E9euQw+octWHQzPULnMcKGpgsNaGrpwKJlq2PtKir7zvZmHDvXgBm3MjvuO88/hZLlXwMvjf5iCeb+TjQ11EMxlZk0iqgWIMLGXosB1r42mLpaEBJrwZMXIl1Br7B90G1DwG5E0DkCn9UAn20E4XQZQpx0hHhiQCAFSKGJ9Azac6TJl0JywAw+O3Xzgi5ww37Aa0W6TIX0TDV4EiX4UhV4QmmEqNLXzG/RIWjuBddrglStgby4GiJVbIe1Am4HHIMd8A51QiRIQ17laJGINIGIvolE2DMp9mJqPYUMrh8zFy6BQhO/fGG3w46GvdtRVVKG+YuT6z38xrN/xs9+8csIUUpcs1AohBf//if8+j9+nTgnJjAyS3gnAFoUJizhjQKsKzVNVsLb3dWFT3btxZ33MqdKEC2Um955C0U105FfWBKtaUztn/zLf2HFwz+KqY9ojdsaTqF1wIzcOmZONB/f/ArEU5aDL4rvgbBo5x2P9g6vyOtzAAAgAElEQVRdFyy9bbDr+4DMAor8psniK2F1NT8DTjNCHhuCLit8NiP8LhuCTjPCfBGQJkGIk4YwNx2g/i8Ch5tGFZ0APx3g8L5EjKkILbkDXoDk2pIiFAEPdXPCXorUcnwOcIIe8DLkSBNnIk2qAE8so9I8eGJmDj9Gsm5+6xBClj7A1ocMtRZZBeXI0JaAy5+4tBmpgObUdSJg0YHjtiK3vBqakmqIZLGnQkQyp/Ha2A2DsHRdgCjoRN2c+cgpiq/aSOf5MxhqPY81d9wNdQIKSVxt/iajAfu2b8Z3f/CjpJHVu9ZatTRdgEXfg7vWJ0fO83j7aux1lvBGitTE2rGEd2K4fW6VrITX6/XiuedfwL0PPRLjDOkz93g8eOO1V7Dm/ofpG+QKPe/ZuQ1QapFbwuwj0bf+8QQqbv82uAzoQepa69HdP4SsKnpLtDK5cOSQknOwA5bei3CaR4CsQvCkuYxXBCNzDnrsCHkcCHkdCPncINHIoN+HoNuOkN8DIksFv2cUnrG0CEJ0OQAnTUjp3XLS0sETZYLHTwdflEEV5yD5tlxhZtyVK+KxTqGAF37zAODQU7dUWwiptgCS3FJwCcGf4BUM+Kl19Qx3geuxUSQ3u7iSMf3qSNw29rTD3n0OMrEAk2fMhrYovlJubqcD9Xu2o7KoGAuXLIvEJcbatDWdR0fTGTz8yGOMjRnrQLs/+RBzZ05HRQWzn/Gx+s0S3lgRvLY9S3hjxDdZCS+Z1tNPP42bVtwBlTp+0jgxwvUl80SkNvT3dmHv4YOYvYrZg12t9afQPuxETu2seMN4xf6ObnoFWXPje1qcEccjGCTodcOh74KtvwMO0wg4mbngZuYjLSt+j5YjcGPcJiQ1gYrofkZ8ORyqzlrKXAH7CIKOEcA+AG7QCVleMTKyCyDOLgQ3htzqoM8Los3sGe4GP+iBKq8QOaVVyMyOLQ0insD63E5YupuooibFxSUor5sBuVoTzyGovrounIWuuQFr1t6N7Dhq9sbD0TNH94Mb9GLVmrXx6I6RPvx+P/75/N/wy1/+OyPjxXMQlvDGE80v98US3hjxTWbCu33bR9Rj0WSXjvlwy3tQF5SjpLw6xtWI3Pzl55/C9NvWQyRhNv+RRHkr1zxClZml+xpoPo1enRlZlcwQbLrnc7X+CXlyDXXDOtAJl9WCED8TkGqRJs8DN0WVFxKGpdOMgH0IHOcwQk4DRHIVZLlFVD6uMCu2L84BjxMuQz88+k7q4J22uArakgrItMlTAp3gbh7ogn+oE36zDlV101BcUweBMP55w1ajAa3H9qG0oAiLkiyqaxoZxt7tm7HoppswdVpyqENE+p5oOt8Ap0mHtXcyG9CI1L9rtWMJbzxQvHofLOGNEd9kJryNFy7gVMMFrLg9+d/4zz/zNFbf+w3w+fScyL98mU8dO4h+hwvVM5lRThgbv+XscVwcciJnMjOpBoc2PAv5vPUxPXKO8S3CqDlJJXAN98Ch74V1sHv0sJkkB/ysvISrFzAKRISDBewGhEgE12MEN+BGWhoPUm0+RMpcCJU5MUVxiQs+uwmu4V74jX3gBjzQltUgu6AkqSK5xE+31QRzfwdcPY0oLCpASc1kaAvjm7Zw6ZI0Ht0Hn2kYy5bfDrUmdk3iCJc7omb1J45A33sR6++7H5mZzBcnicjJazT6aPMGLF2yGKVl8c2vjtWvSOxZwhsJShNvwxLeiWNHWSYz4bXZbHj2uefx0KPMy39FC2t/bw9279mDleseiNZ0Qu2dDjv++c+XcPNXvjUh+1iMNjzzBMpvZybKq794AZ29OsgrE1uGNBa8YrH1WIYp8msf6ofHYgIyssGRZIMv0yaFukEsc4vWNuhxjB6485gBp4HS7s1QaiFRayGQayCUa8BLF0bb7Zfau406+E0D8I/0QiQUQF1UBmV+KTIUsUWIY3bssg4CPi+MPW1w9rdCxA+jevJUFFbUIF0YOwZX87WvrQntx/bjlluWoyZJdHXHfDUM6XBs36eYVFOFBTfdHG+4GenP6/Fgw6vP4Be/+DdGxov3ICzhjTeiX+yPJbwx4pvMhJdM7YknnsDq9Q8gU5Y8p7uvBvm+3TsR4AowefqcGFclMvMPN2+ArLyW0VLDxLOL506jTW+HppYZElq/YyPCOVMgTDFd3shWMfJWQb8XHuMgXIZB2If7EQrzEeJnICxSgidRJZUCQuSzunLLMXIbchnB8VoBjxlpQiHEcjVESg2VnkAIbjyuUMBPRXEDpn4ETAPIys6BuqAUWXnFEEqSL0Jo6rsI10Abpb1cOWkKiiqqkaWil4zbLSY0H96D/Gw1lixdDR4DB1ejWdtj+z+FzTyM29fcCaVKHY1pUrU9V3+a+lK3+vY1SeVXpM6whDdSpCbWjiW8E8Ptc6tkJ7xbtmxGVnYBqidNiXGmzJi//cbrmL5wGSMV4rovtuJI/RnMWHo7M5O7ZJSNLzyFomXM6PIGvB4c3vQKsm9iJnrOOJgTHNDvdsJr1sNj1sNh0MPrsIEjViAsVAGCTCoFgiugvzreBN2nzEj1uKDbirDbCvhsgNdGVVxLz5BCKFNQBDddpoSA6PbGsSiC12aEx9CHkFWPsMeG7PxiKPJLkJVbDF4MsmSxYHEtW6u+F159BwImPXLyclFQUQMNQ3KIzScOwqXvx9Llq6HNTa58ZUqXfN8nWLp0OabOSP1c/w82voHVK5ajsCj+Zcrp2puX9ssSXnpRZglvjPgmO+Gtrz+L1o4+3LR0RYwzZcZ8xDCMzZs2Ye1XmJEqe/GZJzBn3VdpfYx5JeQ6G+vR2K1H7tTFjAA71NGErp4+yCqZyR1mZFJxHoREKj3mIXitBnjMI3CZDfB5vUC6DGGhkpIMIzJiXKEU3PT4H2K60nTCoSBCPhdFbEOe0SIUHL8L8DuowhRCmRzpQjEE5KdEjnSpHGkSecy5t5f7QqrguQwDCJgHEDANIkOaiezCYsiINJk6uZQxxnx3GIfgGrxIpVco5TIUlFdTRJcppYye1gsYaDyLWdNno24GM0+tIn1LGPSDOHFoN/JyNFi64jakpU1cOznSMelu53Q48P6GV/Czn/2c7qFo658lvLRBS3XMEt4Y8U12wmu1WvH8iy/ia9/+QYwzZc788IF9sHtCmDaH/iINp48fhN7tR9lU5qMb77/2PDQL1iFdxEwUsafhGIasXkhLpzK3mCk+ElGA8NmN8NstcFpG4LNb4LVbEfD5wBHJAL6QKjzBIUUn0kSjRJiXDi6XB3B54HD5AFHkIHJkoSDCIVJ4IgiEQiC6wuGAF+GAjwj7ghMKUGWCwx47wn43wgE3OOEg+MIMCDKVSBeJIJDIwM/IRJpYCr44M+7E9tLl8pj08BgHELTqwfHaoc4vgTy3EFk5RUgTipNyZT0OK1WhzzXQDoVMguKKauSVV9OisnA1APS9neg4dQRlhUVYsGQ50tMnrlEcb5B9Pi+O7vuUKqCybOUqaHOSRwYu1rmePXUC6WEPli1PjeDOlebLEt5Yd8G17VnCGyO+yU54yfSIHu+SlWtTKjfrjddfxezFKyCT01thyev14JUX/o6bv/qdGHdC9Oa97c0429yJ/BnMHRDpPH0QI25AWpwaKS7Ro8qMBYkG+53W0YITXjcCXif8LheIdmuIFKAI+KniE+GxnwhTBUcIEeby+eBweeCnCcATCJAmEFCHxbjU/8XUvwnJ5ZE7jmkI4yHjs5ngNuupCC6pdCbX5kKVS6K4+ZAo45PvO54PE3mdYG4d6IJzsB2CsBcVtZORX1aNDIYVBsyGIbSdPAiVRIKFi5ciS6GcyHRoszl1ZD96O1tw661LUV07mbZxEtXxe2++jHvvXg+tlpkqjHTMkyW8dKD6P32yhDdGfFOB8O7atRPuIB+z5jIrwRULtL3dXdi7bz9WrvtKLN1EZLt35zb4pHIUVTH/R2Db268hs+4WiGXM/XHUdbai/XwD1DNTNxIS0cKyja6JACHsbuMgghY9AtYhiKWZUOUVIUuTj0xNPiMVASe6RCSSa+nvgHuoG1yfE+W1k5BfXA5FAiS+3A47Wk8eAtfjwk1LlkGbl1x5uufPHMfZY/ux5NZlmDuP/qdmE13TWOxIKtzBnR/h+9//fizdJNyWJbz0LgFLeGPENxUIb29PD7bt2Il1930txtkya/7+e+8gp7QWRaX0loc0m0aw+f2NWHjXV5mdIIChvm4cOnICxQuZPTg32FKPjgsNyJq+HHxBcj6eZnwxrvMBSQSX5CiH7cOAzwF+OARlXgFkhOBm54MvoE+OKx7QuqxGWPo74R7qggAhlFZWIq8kMSSXzCcUCqH1+EHYBnuweMlSlFbUxGOaceujtbGBIrrTZ8zAkluSq1xx3Cb5WUeH9u9GQbYc8+anNqFnCW+8d8YX+2MJb4z4pgLhJVP8z//8T3z9sR+n1OEEm9WCN15/Hesfoj/d4MMtGyArY16ijKzN7g82gptfR0XVmLwIgWj4dAv4BVMhyaf3SwWT82LHItWMg/BaDPDbRqgc3IDVAIksC3JtHjLVuZCocxjLHZ/oepB8Z9vwAFxGHVyDHcgQpaG0vBK5JeWQKRMnnUVSVTobTmK4vQnz5i9G7dSZE50iLXbtzRdw/vQRlJWVYcnNt0IoYuaAJS2TibDT1557Ej/64Q+QkcHMeYgI3Yq6GUt4o4YsKgOW8EYF15cbpwrhfW/jRqgLylBZXRvjjJk137F9K0RZWlTW0ptzOtjXg10H92LObeuZnSAAUmJ0x7btKLv1HsbHJgN2nT6A3rZmiIrqIC1MrihVQgBJwUH9Thu8lmH4bcMI2Y0Iu23I0uRAnpMPiUIDqSoHvLTkOTx1JYg/J7gjA/CadPBZR5CTX4C8omLkFJVRhD2Rl9/npYiuvvUC5s5bjGmzkytF7GJLIxpOHkRpSSkW3rQkJaukTWR9Sfpb27mTeOjrX5+IeVLZsISX3uVgCW+M+KYK4T3X0ICGplYsu21tjDNm1pzkZm3ZvAl33E+/TNnbb7yI0nk3Q6akV4T+Sgge37MDlnQVVMXVzAL82Wh+jwu9545D198LrqIQktxySgmAvZIPAYrc2kbgsxkRdpoQdJghFIsgz85BVnYuMpQaZMgTFwGNFLExgkvyiH0mHRWR1ubnIze/EKrcfCg0ySF35vW40VF/AsauNsydtwh1M5JL2q+zrRn1Jw6ipKholOgm+ItBpOsfr3a7P9mKqbVVmFJXF68uE9YPS3jphZ4lvDHimyqE1+/347//8gS++di/xDhj5s03vfMWimtmIK+wmNbByR+OM21tmLzwFlrHuVLnPo8Hm157EZW300/srzU5n9sF/cXz0LU3I8AXIk1TDrE6Py4lZxkHNcUHJLJlPrsJfrsZPocJHKIEYR2GSJyBTFU2slQaqlwvuZM9ekuWgqTQOE3DCNpGqEIZrhEdRW6z8/KTiuCObRu300ERXUt/N+bPW4RJ05iXLrzWFm65UI/Gs8dQWVGJOfPmQ5YlT/EdPzH3N7zyDB5//PGJGSeZFUt46V0QlvDGiG+qEF4yzbfeegvFVVNQUpZa+Zo9XR04fuoMblp+R4yrNb75G689h6rFKyCVM6eaMOZV06lj6Lb4oameMb6jDLSwDw9ipLcduq5WhPlicLO0ECjyIFLmMDD6jTNEwOMEidoS1YSgywZu0EsRWwS8kMhVkCpGb3HW6J0K5NZtNcFpHobHYkCARKOtI5ArFNBotchSa6hbrk5O+SiHzYLuhpNwDA1i7vzFqJk8Lak24/mzJ9B09hgm1U7CnAWLbpjUhSstwvn60wikcCnhy+fEEl5632os4Y0R31QivI0XLuBUwwWsuH1djLNm3vzJv/wR6772GNJp1iXt6WzHwVMnMIsBcn0lFN994e8oWvog+DTPM9oVdJoNIOVZR/p7YDOZEOILwJEoIJCpIchUIT2TXr3kaP1NlvYkSkt0eoNeF6XZS8htyOtEyOOkikr4bQYIBEJkyBSQZMmRIZNDKJVDJJNDkJGZLNO4qh9Eb5iQW3J7HBb4zEPwWQ3IypIjW6uFKjt7lOCqNEktc0YmSBRTBlvOIS0YRN3UGbSfG4hmcQN+P5rPn8a5k4cxe85czJm38IY4jDYeRhvfeAn333sPNJrk1Ykebw6Xvs4S3mjQir4tS3ijx+wLFqlEeInjv/71r/Hdx/8txlkzb77n04/BEcpQU0d/9HPDWy+jaOYiyLOZj0D1X2zByYYWFM5dzjzIUYxIHk3bjUOwGoZgMw7D5bBRFcY4wkzwxJlIyyAVwWTgC8VUMQUujx9F78nblBDYkN+LYMCHECGyPg/g91LR2HCAVEsLIuC2I+RzI0x+Hw4hXSSGQCSBUCKFWJKJdLEEggwp0sVSCCSZ4PGTv6xrOByG22qkiC1JTSBpFgGHCWGfB3KVGgqlCmqtFjKFkiK3PH7qrHdPUwNFdDVKNeqmz0J+UWnSbECiVHPhzHH0djRjwcKbMHPOXPB4vKTxL5GO6Ab7cebIPjzyyCOJdCOuY7OEN65wfqkzlvDGiG+qEd4tWzYjK7sA1ZPoVT2IEdYvmesGB7B7924su+O+eHf95bH6e7Fj/27MW3037WNdaYBdW94Bv2gGpNnJcWgnUhA8dgvI7bKZ4LBYQPKBHeYReF0OhEmZ3XRCfkkJXjHCvDTw0gRUdTFuWjq4pNIYPw1cLh8cHrlJRbI0qjQvh5TmneBFCCohneFgEKEQKekbBKmSFibENURK+wYQDgWAYBAI+hAOkjK/foBq4weHy0HQZad+H/b7wOFwkCYQQpyZBS75t1BE3XyBCGkCEUXwyeuk9C65UyH94FJoCV5um5laR1LcwUfIrcOEgNMKuVINuUoFlUoNmVKJTLkSYqlsgiuTWDOnzYrepgboWs9h+vTZmDR1FjKTKAd2SNePxrMn4LCaMG/+fNRNSy7ps8Su3ujouz4mh9UqUTf1+imVzhJeencWS3hjxDfVCG/HxYvYc+AQ1qynv4JZjNB+yfzpJ/+C1fd8gzq0Q/e1ZdObUFVNhTqvkO6hvtS/3WzCzh07ULQotRQ1rgVUwOuBz+OEz0Ue67sR8Hnh97nhc3vhI6V5/X74vW6EAgEESRpA4JLyvMEgRTTB4X72k0P95KUJqXZAmLo54ADhMNJEEiofNkzK+ZJSvoQ88/gUISXkl08INp8PPj8N/LQ06jVSwpf8jhBUHj+dSikh/+anC0d/ly6gfne9RKpJOV6K1NrMCLksFF4+uxkhn4cq5y1TKCBXKCGTKyFVKCHNuj5SVgwD3RhsvoCg04ap02Yl3UG0zvZmdLY2AiE/5s9fgLKKKsY/f1JhwEAggNeeeQL//qtfpYK7EfvIEt6IoZpQQ5bwTgi2/zFKNcJLPP/d736HBx7+HgTC5K6sdPnS7PpkG/gSJaoZOERiGNLhw48/wsI7749xh0zM/Ozh/dB70pBddf1ELyaGxKgVkbAKk0htOEyRWuon9UIY4IwS4LGL/Io8Uo8lMhyLr8liS6K1o6R2NPIedFkQctnhIzJmQgGVZytXEjIrhyRrNIeYpFxcb5fdYoK+owWGznbk5eSgdsp0FBSXJc00CXlrajiF5obTKC4uwtz586HNyUsa/5LRkYbTx8ENuLFi5apkdG/CPrGEd8LQRWTIEt6IYLp6o1QkvLt37YInzMeM2fNinD2z5t2dHTh05CiWrWGmQMPOHVvB1+RToveJuDY8+yRKV309JXI8E4EPO+YoAl6n7XNi63VYEHBa4HdYgcBotFauVEAuV0Aik1PqI6SAA4lyX88XKRIxeJGQ3FakIYTqmikor56EjCQi9BaTEY31p9Dd3ohZc+Zi1uy5yJBIrudlidvcPnrvTdy9/i4oFNfHk4cxYG4Ewrt5+wF09+nxr499MT3xZH0LvvmT31NQTKkpxTO/fxxyWXy14FnCG+NbMBUJr81mw7PPPY+HHv1hjLNn3vyZv/8Vdz74HXBjyOuM1Gu/z4fnnv0rlj303UhN4tquv6MVJxuaUTgnuQ+wxXXSbGdXRICoIYylIHjtZipaG6BIrQ9paTzI5HJkyUkKgpwituQWSeL7xyIVlmawsx2GrlY4DHrU1hKSOxlqTXLJ6PV0tKHlwln43U7MmTcPddPoP4ibCmsXqY8d7a0Y7GzGffenXlreeHO8ngnvpYT22w+s/gLh7egZxC9/9wL+698eRVlRLggpPna6Cb/9+bcgEsbvyzlLeMfbgeO8noqEl0zpnXfeQW5JFcorE1PZa6Kwb31/E5R5pSitYKYE7rmzJ9Gm02Hy/Jsn6nJMdvu3vY+ApgpZWuZziWNynDWeEAIkt5aS+LKTSK2ZOizms1soYkvyahVKJbIUCkg/kzEjEdtL0zkmNGiKG+l6OmDTD0LX3ojysgpU1kxBYUl5Us3K5/OiqeEM2pvOIj8vn5IWyy8sSiofU8WZzW+/hnVr1yAv7/pL+7ieCe/Y/rpShPfy311OgOO1N1nCGyOSqUp4+3p78dHHO7Du/odiRIBZ87aWJpxtuIAlK5k70PXm6y+gfMGtkCmZL9dKVWB7/UVUrk5sBTZmV/n6H40c2huT+SKlgYnEF4ncSiUSSKQZyCIpCFkK6rDYjRqtvdou8LidGO7uhGmgG6aBHpSVV6G0rAolFdXgJ5kcmmFoEC3nzkDX14lZs+agbsZMSG7AyHu83tH9vT1oOnMU3/jmN+PVZVL1c6MS3r889y61DmNpDmarHd/7xRP46WP3Yfa0+AXlWMIb43ZPVcJLpv3ss89iwS2roNYwrzc7UdiDwSCe/8dTuIvBNAOjYQhbPnofi9Y9MFG3Y7LrICVEu/XIm7Y4pn5Y48QgQIp2EHLrsZoQdJrht5vACwc/l/jKJCoIJB1BoaIkzdjriwgQjWejbgC2oQHYhvWQikXI0eSisLQ8qQ6fjXlNPqNaL9Sjo+UcVEoFamonobp2MruscUDgo80bsHTJYpSWJeZcRRymcM0u6CC8W/afp9vtK/Z/15IrS59eKcJLCG9xgRbrV99E9cUS3oQs2fiDpjLhbWiox7mmdiy7jf6SveMjGXmLD7e8B3VBOUrK4/fNb7zRD+z9FI40IUonJabM6L5tW8DJnwqJ8vqoKDQe3qn4+mg6ghEuixFe6whFbImGrVKtgVKVDaVaRRFbol97I+bXRrKmwUAAlpEhWAxDcJhGYB/WIZ3HRUFBEfLyC6HNLUgqvdxL50S0c9saG9DX2YrpM2ZiytTpUKmzI5k22yYCBAxDehzd+wke+25izlRE4GLMTeggvH9++sWY/ZpIBz/9wZULglyN8JIx2AjvRJBm0CaVCS+B6amnnsLa+7+B9PT4JYbTDT9Razh4+AiW33Ev3UN9of9nn/4zFt33TUq/lenL63Zh8xuvovK2bzA9NDveZQgQSTSXZWQ0amu3wmsZoshtOp8HpUoNpZrc2chUqKibva6MgNthh81MqreZ4bVZYRkehMdph0aTgxxtDlSaXGRrcyHNTN7iFiQ3t735AtqbGpApEWP69BmomVzHLjkNCOzc9j5mT69DTW0tDb0nR5d0EN6uEU9CJleiuvLTKjaHNyHLEZ9BU53wnj51Eu3dA1iyLLX0DJ/+25+x+t5vMlKEYmynDPb34tMEVmDrbDqHc+39KJi5JD6bl+1lXASI5BdVTtdCUhJGo7bkIJlCTSK26tFyulkKitgKROJx+7vRGpCIrdNmoW6vww6/yw6H0QCHxQSRQAC1WoMshRJKlQbKbA3kKfIFoa+7A+3N52AY7KNI7qS6qdSXHfaiB4GR4SEc3r0d3/3e9+gZIEl6vVEJL6vSkCQbcDw3Up3wkvk98cQTWL3+AWTKssabbtK8fvTIIVgdPkybs4BRn44fPQid04XqmfMZHXdssIM7tsGvLINMW5CQ8a/XQUklOJeVRBvJbYLPZkTY66KitqScrpoQ3Gw1RWyvl6pj8VjLUCgEEql12a1wO+3wOGzwOZ3wOmxw260I+n2QZ8mhkBNliSyK0I5qA6uRni6IhwuM9WG1mNDWeA6dredRkF+AumnTUk7lhjGw4jzQ++/+E2tWrURB4fWtVnM9E95LZcnGtserf/3F54fSWB3eOL9p6OjueiC8Lc3NOHryDFatvZsOiGjpkzxW/u/f/yce+t7Paen/Wp1u3PgGtDXTElJ2mPj1xtNPoGrNt6mSuewVHQKk+pjbYoLLZoTHYoTfYabybHkIQ6FWU4RMoVIjS6miSuqmXecFGq6GXsDvg9ftBkmlISWfvU7nZ6WhXfC5yL9dCAX8cNttVMpBpkyGLGkWpDIZVdyB/MyUyZGR4ooEJGWho6URnW2NEKanobKqCpOnTIVIzEbzo3vnTbx1e2szhnracO99ial6OXHPo7e8nglv9GjE34JVaYgR0+uB8BIIXnj+BcxafGtKlbQ8tH8vHD5g2mzmo61PPvE7qiBFIkinUT+APbv3oXTJuhh37/VtTiK1VDoClYowKv0V9rmhyS2gpL/II2gqYitXQijOuG7BCAT88Hs88HndIDJ3FJl1uRDweajf+30e+DxukOLMLquJ+h2fx0OGOAMZGRmQZymovHWxRAJxxugtIq9JpIymFDG5QN0XW9HRdgEj+gFMnjIFkybXpdRnI5NY0T3Wa8/9DT/64Q+pvXi9XyzhpXeFWcIbI77XC+Ht7enBR5/sxF33fy1GRJgzJ49TX3j2H7jzwSufBqXTk2H9ILbu2IaFaxMTdWg+ewodBidyamfROc2U6PvSPFu/ywaveZiK2mZR0VoVVNnZkCmIOoIKGUl8AOpaYJMnGj4vIaYe+L2jN/k/KaFL8mRJ1JWkDwS9HhCNX3IT0uqwmsHj8SASCiESiSESipEpzQSXz4NAKIJQJIJQKB79KcqAUCSkfiabni0TG3Gwrwd9nW1UNLesvByTp9ShtLySiaHZMa6CwKljh+nVLZYAACAASURBVJGRDtx669IbAiOW8NK7zCzhjRHf64XwEhg2bdqMvNIqFJWkjsZh04VzuNDchpuWr4lxJaM3P3vmBHpNZlQlKJ/3wMcfwisvhiI/ddYrepT/x4JEIj0kHcFKFBJMCNiN8DnMEIvFUChUlDKCguTZfnaILJaxmLAl5NXjcsDjcsLrIakCLgQ8JArrpgir1+WkfgZ9HpDSwiKhCGJxBpX7KhQKISBEVShARoaEisCmC8jvPrsFIqSTfwuEFOFlrysjQKTEutqa0dvZihytFjWTJqOqZhLS0phXYmHX6IsI+P1+bH7zJfzkJz+5YaBhCS+9S80S3gjxJacI//SPDfjd/3kUctn/1Ki/nggviSL95je/xXcf/0WEqCRHs80bNyC/fHJCyokeObgHpiBQPjUxkdYPN7wO1bTlEEgyk2Mx4uQFkf0iygiE2PrtRvhtJoglYoiFQorYKlWjkl+kaAM/SfNsyfuJRFiJIgE51OWz2+G2WxDyeWG3mCBIT6eqbknJnSmjiCzJDSURVlFGBkVWx6KwqXbAK07bgJZuhvUD6O/uRFfbBcjlckyaNAmV1ZPYvFxa0J54px9ufBO3rViGwqIbpwQzS3gnvl8isWQJ7zgojVX8ON/ciSk1pXjm949ft4SXQNHa0oJDx05i9TpmNW4j2axXa+Pz+fDyiy9g3YPfjqWbCdvu3/spnHwBSidPn3AfsRi+SQ6x3fEIOFxuLN0kxJYciHKZDXCZR+Czm+GzjebbyomWLdG0VakhU46SW1GGJCE+jjcoyZG1m43UTQ5xOU0j8DntcFnNkBPJLYUKWVlySqWAHOTKzJJTebBs5HU8ZOP3un6gD90XW9Df3f4ZyZ2MssoqSKXX1xfF+CGW2J5OHDkImZiPm2++JbGOMDw6S3jpBZwlvBHieyNEeMeg+HDrhxDJ1JhclxgCF+GSfKGZccSAje++g3UJyOcljuzetR1+sQzFNVcupziROUVqQ/I53335WVTf8WikJglp53FYR8mtZQQeqxEBmxF8TghKjZbKsyVVqUgVsmQu1kAitVaiI2saodIrHJYRKg2BVFNTyJVQqTWUvJ+MlArOkicEZ3bQUQR6uy5CN9CD7rYmaDQa1NTUoKyymoqqs1fyIjDQ34fzJw/i4Ye/lbxO0uQZS3hpAvazblnCGyG+NxLhJZD88U9/wvoHHkaGJDmjaldatv6+XuzcuQu3rX8wwlWNb7OdO7YinKVCYeWk+HYcQW/kAN/bLzyN6tuT448ERW5NBjjNw1TBBp/FALlSCWlmJrKzSdGGbGQq1UkbtSWQk9xaUubWbhqBbUgHv9sBbjiM/Lx8KOQqqvgE0ZNN5kpgEWyd66aJy+kAKQjR192OwZ5OlFdUorqmBqVlldShPPZKDQSe+9sf8B+/+hW4KfjEKlaEWcIbK4LXtmcJb4T43miEd3BgANs+3YU1dyVGhSDCZflSM51uEB9++AHuvP/hiXYRk93pMyfR1tuD6UtWxNTPRIxJpHfLm68hZ84qiLOYLWlrH9HBbhiEe0QHn9UAsUgElUYDjVZLEcMstQZpSV5ogBRQIJWzRgZ74bVZEPK4kZOTi7y8Qoqgq7NzqENh7JUcCPh9PugGeqnbZhqB3TKC8ooqVFRWoqSsIjmcZL2ICoEdH23GTQvmobS0NCq766UxS3jpXckblvASAvvY//ozdEPGLyF8pVzdG43wElAaGxtx4kwDVt2xnt5dGOfe9fpBbNm0CXd9NTGP+A/u34kBkwXTbl4Z55mN3x05KPXRO/8EP6ca2WX0RZqJaoB5oAs2XRc8hn6o1Grk5OcjJ68ACk1O0pNbgqTf64VhsBeGgT7YhvrBD4dRUFiM4qJS5OQXpnzRhPF3S2q1uJTgDg/2wWkzo7CoGEVFJdRPtUaTWhNivf0CArs+3oopNRWYNm3aDYsMS3jpXfoblvBGC+uNSHgJRsePH0d3vx43LWWevEW7Rpe2NxlHKI3eO+5/mKqcxfTV2nwBB44cwMI7H0hIcYqzRw6gs3cQ6knzkCGPz/yJzqtpoBOOgQ74TDqUVNagsKQY2sJS8Ph8piGe0Hgkiqvrvoih3k5wfF6oVWqUFJUir6CIKnnLXsmDgM/rhX6wj4rgEoLrsJlR9BnBLSgqRLYmJ3mcZT2JCYGDe3eiMEeNefPmxdRPqhuzhJfeFWQJb4T43qiEl8CzZ89uDJnsuHnZqgjRSp5mb7z2CjSFZZgyfQ7jTplNI/jn6y9g9m13Q56tZXx849AgTuzfA59ABkluObJyoq9DT1QULANdcA/1wGfWoaJ2CvKKiqEpKGZ8PhMdkKgn6Lo7YOzrBHxeVFRUo6y8iorisldyIGCzWmAeGYZxZBimkSFYRgxIS+NBrVZTEVyW4CbHOtHhxQfvvY2VS29GSUkJHd2nVJ8s4aV3uVjCOw6+l8qSjTX99gOr8a+P3Uf993rS4b0WFOfOX0BTWweWpFikl8xp7+6d6B/QYfna0TVj+tqy+W0EhRJMnr+E6aGp8XQ9nWi+cA59PT3IyCmHSKaAKFNOafemCUTgfaZjS9IhPDYzyIEz58gggjYjAk4zSisqUFBWAU1+6pBcy8gw9D2dGOluhygtDZUV1Sgpr4QqAV88ErLoSTooOVxpNAzBbDRQPy1GAyzGYepwLDnMqNHmUIoKqmwNMlO0Kl6SQp+Ubu3c/gGqSosw9waP7I4tDkt46d2mLOGNEd8bhfASmPbt3Yv+YSOWrmS+qlmMy4Serk58vO0j1M1djNKKmli7i9q+/vQJHD52CFNvXglVbkHU9vEwIGVoh/t7oNfpYDIY4PX6YDePgC8Qwuu0QySVgc/nUaRDla2GUpMPeXbq5EWaDUPQdbXD0H0RMokEk2qnoLC4jE1ViMfmiaIPr8cNErG1Wc2wW62w20xw2mxUSgKPy0WGVAKNRgstRWy1UGdrkJ6eHsUIbNPrAYGPP9yEWdOnoG5K3fUwnbjMgSW8cYHxqp2whDdGfG8kwkugOnPmDE6eacDaex6IEbnEmG99fxNsLi+WLL8DfIbLhxLZpG3btiAkkmDqouSpDU+ibqkqAWQe1mPwM5KbKZWiprIW5VU1rFQYjW8vp8MOF7mdDpB/E4JrtRjhsFngsFnB43IglyuQJVdQRR7ITTSJZXI5q4FL47qkSteGIT3ef/cNPPS1B1FScmOqMVxtrVjCS+8uZglvjPjeaISXwNVxsQObP/iQUm8gjx5T7epsb8P772/CjPm3oHoy8yeCG8+dxZGTR5FfPQUltVNTDb6E+2saGsRwbxeGu1ohz8xCZeVnBQWksoT7lqoOkHQWt8s5ertd8LhdcNhscJGKcU47pUnsdjngdjqo6mRSqRSSTCkyMzOpKnKkmEMWIbYyOSvdlqqbgAG/z9efxsWmc3jkkW+zUf0r4M0SXno3IUt4Y8T3RiS8BDKHw4HXXnsdheU1mDV3fowoJsZ8z66daGtvw9zFyxk/wETKIR86uActbc2omLkABQlIs0gM6hMbdYSc1u9uh7G3C2qFEtXVk1BcVoEMCVsa9lqIjpFYl8sJr8cFp91OEVq30wmP2wkvRW6d8Hk9EIszqFzajIwMKjorEgqRmSmFRJo5+nuJlI3QTmz73vBWI8ND2P3JR6itqcSK5ctveDzYCG9itgBLeGPE/UYlvGOw7dz56eeyZal4yISUJP50xycIcfiYf/MK6o8+k5fTYcOhg3vRMziAqtkLoSlgTyqP4U/yjUlOrrG3E1qNFtVVtSguq4Q4I3Wq/9Gxl4LBIJVKQKUVuEbTCjwuFxWdJZFYQmBHbxfEGRnIyJBAIpFQEViBQIAMMSGvo78XicWf/6TDV7bPGxsB8sX+1LFD0Pd14+6710OrZV6tJpVWgI3w0rtaLOGNEd8bnfAS+Hp6urFp02YUlddgwU23xIhoYszbWltw4MB+KLNzMWv+EqQxfIiGSJgdPnIA/YMDKKypQ8mkaeBwOIkBI0GjBgMBDPV2wajrw1BHCwoKij4nuQLhjVEalpBZh90GJ7kd9s9uG9xOO5VOQNILAn4flaNMUgsUSgWEhMRmjEZmyZeBsZ+E7LIXi0CiEDhycC+aGs5g9W2rMHPmzES5kVLjsoSX3uViCW+M+LKE938APHToIPbuO4gly1ejoqo6RmQTY37m9Ens37MbFZOmY9YC5mXEbBYz6utP4uyZk9BW1FI5vpkKZssEM4m8w2qGvrcTw73dcBqHUFZaiaqqahSVVDB+qJCpeRNSa7WYYLeYKSUDm4Uc9hr9t8/jglyhgiQjA9LMTGSSfFmZlCK3JE+WpBeQqCx7sQgkIwI2mxX1p45joKcDc2fPxsJFi5LRzaT1iSW89C4NS3hjxJclvF8E0OPxYNu27egb0GH2gsUoLa+MEeHEmB8/ehgnThxHWXUdps6aDx6Px7gjTefrcfbsSYQFIshz8pFbUgGRRMq4H/Ee0DDQS5FcU38PBHw+ysoqUV5WwXgedbzndXl/RL3AaBiGyTgMq4moGJgpJQOSaqBQqqCQy5GlUEChUCArS0H9mxBb9mIRSDUEiOxja9N5GIcGsGjRQsyZMzfVppAU/rKEl95lYAlvjPiyhPfKAOr1euzZuxcGoxmz5y9GSVlFjEgnxvzo4QM4fOggFfGdNnsBBAIh444M6QbQ3taMlpYmcARCaEoqkFtSDnGKqBIQ6TCjfgC2ET2Mvd0oLCxCaVklikrKkSnLYhxPOgYk6QcjQzqqUphxSAeLyQCEg5SmcTbRm1WpKFJLpLlYUkvHCrB9Mo0AObhMFGdaGxuQq9VgzuzZqKpOzSd7TGN3tfFYwkvvSrCEN0Z8WcJ7bQB1Oh327t2LEYsVk+tmomZyaoqMnz5xHIcO7kdp1RRUTpqasGIGBv0gWtta0NraiDA/HVJVNpQ5+VBq8yBKksNcI7p+iuBa9AOwDuuQna1FUWER8vOLkFdYkrKav5fu9KHBAQzr+0dJrkEHHoeDnNxcFBQWQ6lUQpWdzSoaxPjZyponHwIkHael6Tzami+AEwqgtroa02fMoOTp2Ct2BFjCGzuG1+qBJbwx4ssS3sgAHB4expEjh9HY1IIpM+Zgxux5CUkTiMzbq7e6cL4eRw8fhjAjE7VTZyOvMHHldi0mIwYH+9Db242B/l4EOZz/3969xTaeHXQc/83EufiWOI4T555JMvfd6c62gPqAoBLipVVfiqhAPACFagVPQNWqBSGEELRqVeAJVBUKPIGK4KVqJR4qtQip053dmd2d6e7O7GRzt5M4VzvO/YLOcTKbuplJ4v//H/9tfy1Z9nj8Pz7/zzmT+eX4/M9RS0e3WtqTisTiam5NqKHJuxHpnZ1trS4vaXV5Ueu5FS2mJpWdS6unt99ecNbd06/Onr6KbOejPWBnZ0czqUnNpqaUSU9pLj2pwaFhu3JEV0+Pkl3djNo6/YfF8b4VMP1/5L1Hmhwf1cijn+jl27d1+6WXNHCpfD/7fIvlsGIEXoeAJxxO4HXoS+A9G+D6+rru/OhHeuOtt9Te1asP3f45tScrb6ma0fef6NU7d7RoRq5f/gVduXHrbBAevNts5zozPam5uZTmMxnNz2e0KynU0qpQrFXB5lY1BkP23hSKqCkUUqD++C1dzUYEu7s72t/d1e7ernJmDqrZKnZ5UfnlJa1nl7S3tam2tnYl2hI2/LV3dquzTNsmu8lpzj01Oa701LhmUxPaXM+ro71dfQNmlLpfPX39bn4cZSHgO4HlpUVNT07oyeN3NJua1M0bN3TrxRd1/cb5b8vuOxwPK0Tg9RBXEoHXoS+Bt3TAN+7f14/u3NH23kXdevkjun7zxdILK9ORZh3f+/fu6d5rr+ryzZfszm3xREeZavOzH2vWZjUjwUsLGbvc1XJ2xW4asmqWvDJLXO3tKdraZpfBMlsM7+3uam93xxZ0sS6gQF2dmk1gDgbVGm+z4bYtnrAXWFXTpg9mqkjaXEw3OabMzJQGLg3auwm5nV09vmlPKoKAFwLml2UTcCcnxpSanFBTY71uXL+uq1cua2h42IuPpMxjBAi83nYLAq9DXwKvQ0BJU1NTNvhOTqXVPzisW7c/XHEXM5lRwTfvv677917Xrup0/dbLunztBec4Hpews71tVw2oCwR0sa5OdRfr7PNqXwPY/AefmhzTzJS5j9sR3CvXrqmru1e9/QMeq1M8AuUT2FhfVyYzo/T0tGbSKc3NTCscCmmgv0+Xh4c1ODjInNwyNQ+B11t4Aq9DXwKvQ8Ajh5tdeX786qv68at3FW6O6dZLH9bwlWvufcA5lZROTenhgwe6/9pdDVy5qeHrL6i3nx3Uzon/2I8xF9tMT4wqNTmquekJXbywr8HBIQ0MDqn/0pAaznmjkXJa8Nm1IWC+sVmcz2hxaVGZ2RktmhVEMnP2G5yBgQF1dSXV39unnt5ehVjb2RedgsDrbTMQeB36EngdAj7j8PdHRvTju3c1l1lQ76VhvXDrJbXEWr35MA9LfefhAz148JZS6bQu3/iQ3Ro30VF5c5Y9JPKs6IXMrNJTE0pNjGhhLqXBocsaGjIhd7gi+5JnUBRc0QLm24qV5WWZx6XFBS0uziu7tKh8bkUdyQ51dXWroz2hZEdSyc5ORaOVv5Z3RTfYcypP4PW2ZQm8Dn0JvA4BTzg8n8/r3r17eu2119UQCuvGCy9V5NJma/m83v7JAzvym19b08DwdQ1dveGr+b7etqT3pa/lVzU9Maa0naYwptZYi65cvabevgGmKXjPzyd4JGB2L8tls8qtLCuXyyqXXZGZlmDWfDavtcRidhOTZEeHYq0tSrZ3qC2RUGtr5Q0QeERYMcUSeL1tKgKvQ18Cr0PAMxw+MT6uu6+/rvtvvKnrL3xIN2+9ZOdcVtptZXnJbiLx9sOH2tjc0sDlG+odGFRHJxdHnaUtzVe2Zh6uuS/Pz2o1t6zhoWE7TWHg0hBb8J4Fk/eeu8Dmxoby+VXlV1e1vr6m7MqKvbB03byWz2ltNaf6QEDSvg21sZYWxczjQcA1r5lQW+3z7c+9Ycr4gQReb/EJvA59CbwOAUs43Fwgdv/+fd197TVlV9f14u3CXN9K3MHKfAX55MljPXr3HS3Mz6urf1j9ly6rf+hKVWzQUELzPveQ2fSU0tOTdjWFeTNN4dKgXRPXhNy2RLvbH0d5CJxJwIy8rq3lZcKsWQnFrJJivqUyjxtreRteFzIZra2t2nnjkUhEzdGo4vE2hUJNamlpUTQSVbS52V44xvSDM/FX/JsJvN42IYHXoS+B1yGgw8Pn5+f15ptv6d79+2oMRnTl+g1duXZT4UjEYcnnf7j5z3J05D29995jpVIpBcNRJXsuqadvwK5xW4s3cwX5zNSEXQvUbPjQ3d2jS+ZCswHjwnq4tdgnzvOc19fW7OirWclkbc3c83Y6gZmiZF4zF0OaaQXm+fp6XsGmoCLRsF2+LxCoUyQcUTQaUSgUtuHW3M3PJvNYV1d3nqfCZ1WAgBeB9//eeFyWM//F21fL8rnP+1ACr8MmIfA6BHTxcLO82YMHD/Tg4UOFozFdvlYIv8EKvQLZrIs5Pva+Rt9/X5lMRsneAXX29CvZ1VuVc3/NEmkz6SnNz0wrMzNtv9qNRkI23Jote81yYRcvXnSxx1BUrQkcjsCa4GrD7FreBlkTatfzeW1tbtppBia8mvea5bpMWI21xtRQX69IJKxwOGSDbDgcVjQSUVMwaJ+bO9MLaq1HuXu+XgTef/qXf3O3kqcs7fd/97dP+c7zexuB16E1gdchoEeHT05M6OHDh3rrwQO1xBP2ArGr119QY2OjR5/obbGbm5t2a8+pqUmNj47apYbaO3vU3tmrZHefEu1JBerrva2Ey6WbZZIyczPKLmbslr257JL6+vrV09un7p4+O4JLwHUZvQqLM8HUBFYzF/ZwTqy5gNE8N9viriwt2HC7ubGupqYmhcMRxWIt9mdBJFwYeQ1HQoqEzGPYLtFlwitLdVVhZ/H5KXkReMuVUbw4F6fNR+B1KFiuzuSw2jV1+NjoqB7+5KFGx8ZVV9+k/sHLGrp8xe4cVqk3s2ZxampS01MTyszNaXR0VMFwRK2JpOLtSbUnu9QaT6ixKVj2U9zc3LA7vZkd31ZXlu1OZkvzs0q0t6uru1udZkviru6K3GK67LhVWIHDUdjD6QSFaQRr2lxfL0wdWFvTxkbhcXNjzYbY9o4O1V24qEjUTCGI2nmwZupAc3PUjtAeBlhGYKuww1TRKXkREsuVUbw4F6dNTeB1KFiuzuSw2jV7uFnp4dHjR3r7nXe1tb2rgaErGrp8tSrmgy4uzGtudkYzM2mlU2nNzc1oXxfUHIurJZZQS9w8mi2BTRiIuhqGzVfDq3bb4qx93Fhb1criglaW5rW3t2sDSXuiXR3JLiU62pXs7Gb0tgb+FZrwan7hsfeNTW1tbdoLtjZtaF0vhFc7R9aEWTO9IK9QMGRHWu30gYOwagKrmZp0+Gf7/GAUlhBbAx2pRk7Ri5BYrozixbk47QYEXoeC5epMDqvN4ZIWFxf16NG7NvxOTac0MHRZg8NXNTh8RfUVNj3gWQ1qAsWiWYx+IaOFzLxyq6tamM/Y9Ty3t3cUCkcVa0vILPEVqG+w94aGRjWGQtrd3tH+/p60v6f9vX3ta0+729v2q2ETVrY2TIhZtxfnbO9sK9YSU0us5eCx1W7uYFZOqMQLCPkHUhDYNu29uWEDqZlWs2WD62GA3dD2ViHEmr5gHs3f2fdsbWh7c9OG1GBTk5qCTfaCLtNH6gJ1NqweF2DN69wQqFUBL0JiuTKKF+fitF8QeB0KlqszOaw2hxcJmCkCjx890jvvvqtHjx7Z3d3iiaT6L12yo5HVeDNhxqz7uZrLaXt7y16wY0PL5pb29ne1u7NrR2HN/cKFi/aqchNum4IhBYMh+1Vy08FFPVxx7r8eYlYQsAHUtqkJoltPR1ttUN3c1PaWeW1TO/Y9hfeZ1xrqA3bHLtOuJqgGQ0Hb3sFgsBBgD543mueNhT/be7DwPnOv1Pny/mtJalQrAl6ExHJlFC/OxWk/IPA6FCxXZ3JYbQ4/QWB8fFwjT57ovSdPNDs3rx6zSsDAJfUPDCrWGscPgXMRML+ImdF0O391Y6Pw3N4LI6k721t2WoANrmZUdcv84lIYgb0g2QBqgmchpDaqqakQSM1r5rHBPDZ+8GcTYO37D47josFzaWY+BAEr4EVILFdG8eJcnHYTAq9DwXJ1JofV5vAzCJiRL7M02OP3nujJyIi2tnfszmh9A4M2AJtQwQ2B5wkUB1e7tutBcD0aYO3zw2kD62sK1AfsnNZQqDDKap7bUdaDu7kgy2xgYELqYVg9HGFl1J0+iUBlCXgREsuVUbw4F6etSeB1KFiuzuSw2hzuQGBlZUUjIyN6/OSJRp6MKBRptiPAXd09dqtj5qw6wK2wQ820kPxqzi6JZXbWMo9mS9jCslhme9hV+7yu7qINqWapq5B5DJvHgyBrpwF8EGLNL1CH72WEtcI6BNVFwIGAFyGxXBnFi3NxQGsPJfA6FCxXZ3JYbQ53UWBmZkZjY2MaGx/X+PiELtYFlOzuUWd3r11Pli1vXcQ+56LMxXwry0taWV5WdmVJK0tLymWX7WoCZn1X7e8r2hxVc9RsBfvBYyQStVvDRswSWdGoAoHAOdecj0MAgUoT8CIkliujeHEuTtuTwOtQsFydyWG1OdxDgaWlJZmNL8btTmnjWl7JKtnda3dI6+7tsxsrcPOPgJlusLy0oOWlJS0vLdqtYlezJuAu25244vFWtbbG1RaPK94WV2usVbHWVrW0FDYv4IYAAgi4IeBFSCxXRvHiXJwaE3gdCparMzmsNoefo4C52MgG4IkJOwo8Njau9o4uJZJmg4hOtXck7fq0fH3tXaOYkdqlRRNqFw+C7YKyy0vKLi9qZ2db7YmEOjs7FWtpVixmAm4h1JpRWm4IIIDAeQh4ERLLlVG8OBenbUDgdShYrs7ksNocXmaBVCqldDqt6elppcxjKq2W1rjaOzrVYUNwpw3D5oIkbqcXOBpozYjt5kZeczMzdl5tItGmRCKhtrY2Jdra7GO8rc1uLcsNAQQQKLeAFyGxXBnFi3Nx2j4EXoeC5epMDqvN4T4UmJubszukTaWmNZOe0XQ6pWAwrLaOpBLtSbuRQzzepli8rabnhGZXVg5GagvTEFaWF+3djNiaENsWN8G2cG9rSygejysWi/mwxakSAggg8IGAFyGxXBnFi3Nx2lcIvA4Fy9WZHFabwytEwOwGN5M22wRnNJeZUyYzr/mFeTU0huxWwWZNYBuCW9vUGo+ruaXyg53ZBc6EWjvlILtiLxJbzWYLj7msent67BJc7TbQFgKuGak1wZYbAgggUKkCXoTEcmUUL87FabsSeB0KlqszOaw2h1e4QDab1cL8vBYWFjSbydjn8wsLMq8nOjrV2NikYDiicCRql0kL2+eFP5sVBMpxW8vnD5brKjyura0dPK6a5WKUmZ1RLrtiVzswc2jNxWJxe3FYzI7QHl4oVo6685kIIICA1wJehMRyZRQvzsWpP4HXoWC5OpPDanN4lQqY7WRNCDYjpLlcTtlcTmbd4Nzqqg3D2WzOvh4MhW0IDkYiam5u0d7+vgJ1AdUFAnY72bq6gN1G2PzZvH7RbitsXgvIrGqws71tL/ba3t6xjzs7O09fK/zdjuoDdfZCMbOEl1ntwHxeNBJRJFp4tPfmqCIHYdyG2lhMFy6YPcK4IYAAArUl4EVILFdG8eJcnPYGAq9DwXJ1JofV5vAaF8jn8zb4ruZyWl9ftyF2+2mA3bXPd02IPbibIG3uJgTv7+2rvqFegfp6NdTXqz7QoPr6gH2tPlCvevOa+bvGRrvRgrkoLBwO17g4p48AAgg8X8CLkFiujOLFuTjtPwReh4Ll6kwOq83hCCCAwDN/bgAAClxJREFUAAIIIOAjAS9CYrkyihfn4rSpCLwOBcvVmRxWm8MRQAABBBBAwEcCfgyJPuJxXBUCr0NCAq9DQA5HAAEEEEAAARF4ve0EBF6HvgReh4AcjgACCCCAAAIEXo/7AIHXITCB1yEghyOAAAIIIIAAgdfjPkDgdQhM4HUIyOEIIIAAAgggQOD1uA/UbOBdWsnpS3/zTX3+D39DwwPdz2QeGU/plS98XenZhafvuXVjSP/4lT9Wa0tUBF6PeyjFI4AAAgggUAMCzOH1tpFrLvCub2zpL772LX33+3fUlWzTN776uRMD7599+Zv66y999tj3EXi97aCUjgACCCCAQC0IEHi9beWaC7yHnGcZ4SXwetsJKR0BBBBAAIFaFyDwetsDCLxnnNJwdDqDaRpGeL3toJSOAAIIIIBALQgQeL1tZQLvCYG3mP9vv/Ftzcwt6i8//xkFmxoIvN72T0pHAAEEEECgJgQIvN42c9UE3uMuLjukKx6VNa+fdkpDMb/5nK/9w3/oy3/6WXvRGjcEEEAAAQQQQAABfwtUTeA9KzOB96xivB8BBBBAAAEEEKhMAQJv0ZSG//7e/+rb3/nB02XH/ucHr+ryYO/TFRrMlAZz+5NXPl2ZLU6tEUAAAQQQQACBGhOoucB7dFmyw7b+xK989Omc3OLAe/eNd/U7f/SVp93i6HtrrK9wuggggAACCCCAQEUK1FzgdauVTDAem5w5caTXvO/Pv/qtn/rY3/vNj594nFv1rMZyzCj7pb5Oferjv1SNp3cu53T0F7nj5rgfrYSZ/vMHX/w7PXjn/acvn2YN63M5EZ9/yNF///yyXHpjFffBf/37L+rnb19/ZoHmZ8Q///v3furv/+oLn+FnRolNUOoUwBI/rqoPO+11QCdtelXVSB6dHIH3jLBHg8Jpgqv5D+/O628/HUE+48fx9iMCR8MD/3mV3jXMD9Kja0uf1EcPw8bnXvn0c0NG6TWqziPNz4qvf+PbT6dHMR2qtHY+/Fbuox+5aQNrcf89rlSsS7MuPuqsGzW586nVWcrRX9pOGmQwAqfp59Up5d1ZEXhLtD3LCC+Bt0TkZxzGCK8zz+K+e9IPVgJvad7F/bQ4AJdWau0dVTwiVhyACbze9wlGeN0zPssI7/M2vXKvRrVTEoG3xLY+S+A9OqXhNKPCJVapZg4j8Dpr6uLRr5MCbfHXyUxnONn/uFB20i8WJ5dam+847heFk0Zwi6c08I2Qs75D4HXmd/ToswTeV77wdaVnF+zhpxkVdq+W1VkSgbfEdj1t4D1a/GFw+PQnP8ZcshLdzWEEXgd4x/idFHiLP634wk5ntanOow8D769/8mNPp4EQeEtraxN4//M7P/ipaWEnBd7igGGCw5e/9Fmm5JTWBCWvW1/ix1X1YacNvMUIxZteVTWSRydH4D2ALV6N4aj3cReblBJ4TZmlHudR+/ui2OMuMDms2HEjMwTe45vttJuvnHWEt/jTGO05+Z8NI7wnG532HaWM8B4XFrjQ9bTiP/s+/s2Xbld8ZKmBt9Tj3Kt55ZdE4C2xDUsNrqUeV2I1q/IwAq+zZj3rHF4Cb2nezOEtze2kgHCaObwEXnfsD0sh8LrnWWpwLfU492pe+SUReEtsw2cF16NfO5ii/+u7P9SvfeKXFWxqsF8LmeWduNq9RPSDwwi8zvxOWqXhuLWozSceLgN10qoOzmpXPUezSoM7bXnSKg3FU8XMn7/3/Tv6rU/9qq0AU0mctwOB17nhYQnPCq7FUxbY9Mo988OSCLxnND1u6sPRNSGLOy0XT5wR+DlvL17TmIunSrd93jq8xYG3eKoEF0+c3p11eE9v9bx3Pm8d3uLAe9zmQiet2+tOLauvlJM2aqq+M/bujI5bz/zoRezF2YFNr9xvCwKv+6aUiAACCCCAAAIIIOAjAQKvjxqDqiCAAAIIIIAAAgi4L0Dgdd+UEhFAAAEEEEAAAQR8JEDg9VFjUBUEEEAAAQQQQAAB9wUIvO6bUiICCCCAAAIIIICAjwQIvD5qDKqCAAIIIIAAAggg4L4Agdd9U0pEAAEEEEAAAQQQ8JEAgddHjUFVEEAAAQQQQAABBNwXIPC6b0qJCCCAAAIIIIAAAj4SIPD6qDGoCgIIIIAAAggggID7AgRe900pEQEEEEAAAQQQQMBHAgReHzUGVUEAAQQQQAABBBBwX4DA674pJSKAAAIIIIAAAgj4SIDA66PGoCoIIIAAAggggAAC7gsQeN03pUQEEEAAAQQQQAABHwkQeH3UGFQFAQQQQAABBBBAwH0BAq/7ppSIAAIIIIAAAggg4CMBAq+PGoOqIIAAAggggAACCLgvQOB135QSEUAAAQQQQAABBHwkQOD1UWNQFQQQQAABBBBAAAH3BQi87ptSIgIIIIAAAggggICPBAi8PmoMqoIAAggggAACCCDgvgCB131TSkQAAQQQQAABBBDwkQCB10eNQVUQQAABBBBAAAEE3Bcg8LpvSokIIIAAAggggAACPhIg8PqoMagKAggggAACCCCAgPsCBF73TSkRAQQQQAABBBBAwEcCBF4fNQZVQQABBBBAAAEEEHBfgMDrviklIoAAAggggAACCPhIgMDro8agKggggAACCCCAAALuCxB43TelRAQQQAABBBBAAAEfCRB4fdQYVAUBBBBAAAEEEEDAfQECr/umlIgAAggggAACCCDgIwECr48ag6oggAACCCCAAAIIuC9A4HXflBIRQAABBBBAAAEEfCRA4PVRY1AVBBBAAAEEEEAAAfcFCLzum1IiAggggAACCCCAgI8ECLw+agyqggACCCCAAAIIIOC+AIHXfVNKRAABBBBAAAEEEPCRAIHXR41BVRBAAAEEEEAAAQTcFyDwum9KiQgggAACCCCAAAI+EiDw+qgxqAoCCCCAAAIIIICA+wIEXvdNKREBBBBAAAEEEEDARwIEXh81BlVBAAEEEEAAAQQQcF+AwOu+KSUigAACCCCAAAII+EiAwOujxqAqCCCAAAIIIIAAAu4LEHjdN6VEBBBAAAEEEEAAAR8JEHh91BhUBQEEEEAAAQQQQMB9AQKv+6aUiAACCCCAAAIIIOAjAQKvjxqDqiCAAAIIIIAAAgi4L0Dgdd+UEhFAAAEEEEAAAQR8JEDg9VFjUBUEEEAAAQQQQAAB9wUIvO6bUiICCCCAAAIIIICAjwQIvD5qDKqCAAIIIIAAAggg4L4Agdd9U0pEAAEEEEAAAQQQ8JEAgddHjUFVEEAAAQQQQAABBNwXIPC6b0qJCCCAAAIIIIAAAj4SIPD6qDGoCgIIIIAAAggggID7AgRe900pEQEEEEAAAQQQQMBHAgReHzUGVUEAAQQQQAABBBBwX4DA674pJSKAAAIIIIAAAgj4SIDA66PGoCoIIIAAAggggAAC7gsQeN03pUQEEEAAAQQQQAABHwkQeH3UGFQFAQQQQAABBBBAwH0BAq/7ppSIAAIIIIAAAggg4CMBAq+PGoOqIIAAAggggAACCLgvQOB135QSEUAAAQQQQAABBHwk8P9CCmtq5CuERgAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "x = np.random.uniform(-1, 1, size=500)\n",
    "y = np.random.uniform(-1, 1, size=500)\n",
    "\n",
    "fig = go.Figure(go.Histogram2dContour(\n",
    "        x = x,\n",
    "        y = y,\n",
    "        colorscale = 'Blues'\n",
    "))\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "consistent-corporation",
   "metadata": {},
   "source": [
    "### 2D Histogram Contour Styled"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "unlikely-television",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "x = np.random.uniform(-1, 1, size=500)\n",
    "y = np.random.uniform(-1, 1, size=500)\n",
    "\n",
    "fig = go.Figure(go.Histogram2dContour(\n",
    "        x = x,\n",
    "        y = y,\n",
    "        colorscale = 'Jet',\n",
    "        contours = dict(\n",
    "            showlabels = True,\n",
    "            labelfont = dict(\n",
    "                family = 'Raleway',\n",
    "                color = 'white'\n",
    "            )\n",
    "        ),\n",
    "        hoverlabel = dict(\n",
    "            bgcolor = 'white',\n",
    "            bordercolor = 'black',\n",
    "            font = dict(\n",
    "                family = 'Raleway',\n",
    "                color = 'black'\n",
    "            )\n",
    "        )\n",
    "\n",
    "))\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "activated-manner",
   "metadata": {},
   "source": [
    "### 2D Histogram Contour Subplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "bronze-contemporary",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "t = np.linspace(-1, 1.2, 2000)\n",
    "x = (t**3) + (0.3 * np.random.randn(2000))\n",
    "y = (t**6) + (0.3 * np.random.randn(2000))\n",
    "\n",
    "fig = go.Figure()\n",
    "fig.add_trace(go.Histogram2dContour(\n",
    "        x = x,\n",
    "        y = y,\n",
    "        colorscale = 'deep',\n",
    "        reversescale = True,\n",
    "        xaxis = 'x',\n",
    "        yaxis = 'y'\n",
    "    ))\n",
    "fig.add_trace(go.Scatter(\n",
    "        x = x,\n",
    "        y = y,\n",
    "        xaxis = 'x',\n",
    "        yaxis = 'y',\n",
    "        mode = 'markers',\n",
    "        marker = dict(\n",
    "            color = 'rgba(255,255,255,0.3)',\n",
    "            size = 3,\n",
    "            symbol=\"cross\"\n",
    "        )\n",
    "    ))\n",
    "fig.add_trace(go.Histogram(\n",
    "        y = y,\n",
    "        xaxis = 'x2',\n",
    "        marker = dict(\n",
    "            color = 'rgba(0,0,0,1)'\n",
    "        )\n",
    "    ))\n",
    "fig.add_trace(go.Histogram(\n",
    "        x = x,\n",
    "        yaxis = 'y2',\n",
    "        marker = dict(\n",
    "            color = 'rgba(0,0,0,1)'\n",
    "        )\n",
    "    ))\n",
    "\n",
    "fig.update_layout(\n",
    "    autosize = False,\n",
    "    xaxis = dict(\n",
    "        zeroline = False,\n",
    "        domain = [0,0.85],\n",
    "        showgrid = False\n",
    "    ),\n",
    "    yaxis = dict(\n",
    "        zeroline = False,\n",
    "        domain = [0,0.85],\n",
    "        showgrid = False\n",
    "    ),\n",
    "    xaxis2 = dict(\n",
    "        zeroline = False,\n",
    "        domain = [0.85,1],\n",
    "        showgrid = False\n",
    "    ),\n",
    "    yaxis2 = dict(\n",
    "        zeroline = False,\n",
    "        domain = [0.85,1],\n",
    "        showgrid = False\n",
    "    ),\n",
    "    height = 600,\n",
    "    width = 600,\n",
    "    bargap = 0,\n",
    "    hovermode = 'closest',\n",
    "    showlegend = False\n",
    ")\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
